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Xiaoxiang Zhu 0001
Person information
- affiliation: Technical University Munich, Data Science in Earth Observation, Germany
Other persons with the same name
- Xiaoxiang Zhu 0002 — National University of Defense Technology, College of Electronic Science and Technology, Changsha, China
- Xiaoxiang Zhu 0003 — Nanjing University of Aeronautics and Astronautics, College of Computer Science and Technology, Nanjing, China
- Xiaoxiang Zhu 0004 — National Meteorological Center, Beijing, China
- Xiaoxiang Zhu 0005 — Massachusetts Institute of Technology, Department of Chemical Engineering, Cambridge, MA, USA (and 1 more)
- Xiao Xiang Zhu
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2020 – today
- 2025
- [j198]Yi Wang, Hugo Hernández Hernández, Conrad M. Albrecht, Xiaoxiang Zhu:
Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 321-336 (2025) - [j197]Wei Huang, Ziqi Gu, Yilei Shi, Zhitong Xiong, Xiaoxiang Zhu:
Semi-Supervised Building Footprint Extraction Using Debiased Pseudo-Labels. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025) - 2024
- [j196]Sugandha Doda, Matthias Kahl, Kim Ouan, Ivica Obadic, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu:
Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data. Int. J. Appl. Earth Obs. Geoinformation 128: 103731 (2024) - [j195]Chenglong Zhang, Lichao Mou, Shihao Shan, Hao Zhang, Yafei Qi, Dexin Yu, Xiao Xiang Zhu, Nianzheng Sun, Xiangrong Zheng, Xiaopeng Ma:
Medical hyperspectral image classification based weakly supervised single-image global learning network. Eng. Appl. Artif. Intell. 133: 108042 (2024) - [j194]Christoph Koller, Peter Jung, Xiaoxiang Zhu:
Can Land Cover Classification Models Benefit From Distance-Aware Architectures? IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024) - [j193]M. Q. Khan, Muhammad Shahzad, Saqib Ali Khan, M. M. Fraz, Xiao Xiang Zhu:
Beyond local patches: Preserving global-local interactions by enhancing self-attention via 3D point cloud tokenization. Pattern Recognit. 155: 110712 (2024) - [j192]Thomas Stark, Michael Wurm, Xiaoxiang Zhu, Hannes Taubenböck:
Quantifying Uncertainty in Slum Detection: Advancing Transfer Learning With Limited Data in Noisy Urban Environments. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 4552-4565 (2024) - [j191]Ridvan Salih Kuzu, Oleg Antropov, Matthieu Molinier, Corneliu Octavian Dumitru, Sudipan Saha, Xiaoxiang Zhu:
Forest Disturbance Detection via Self-Supervised and Transfer Learning With Sentinel-1&2 Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 4751-4767 (2024) - [j190]Nassim Ait Ali Braham, Julien Mairal, Jocelyn Chanussot, Lichao Mou, Xiaoxiang Zhu:
Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 8509-8526 (2024) - [j189]Fan Fan, Yilei Shi, Xiaoxiang Zhu:
Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 12477-12489 (2024) - [j188]Yaxiong Chen, Yujie Wang, Shengwu Xiong, Xiaoqiang Lu, Xiaoxiang Zhu, Lichao Mou:
Integrating Detailed Features and Global Contexts for Semantic Segmentation in Ultrahigh-Resolution Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024) - [j187]Konrad Heidler, Ingmar Nitze, Guido Grosse, Xiaoxiang Zhu:
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances in the Arctic. IEEE Trans. Geosci. Remote. Sens. 62: 1-12 (2024) - [j186]Christoph Koller, Göran Kauermann, Xiao Xiang Zhu:
Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance in Earth Observation? IEEE Trans. Geosci. Remote. Sens. 62: 1-11 (2024) - [j185]Qingyu Li, Lichao Mou, Yao Sun, Yuansheng Hua, Yilei Shi, Xiaoxiang Zhu:
A Review of Building Extraction From Remote Sensing Imagery: Geometrical Structures and Semantic Attributes. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024) - [j184]Chenying Liu, Conrad M. Albrecht, Yi Wang, Qingyu Li, Xiaoxiang Zhu:
AIO2: Online Correction of Object Labels for Deep Learning With Incomplete Annotation in Remote Sensing Image Segmentation. IEEE Trans. Geosci. Remote. Sens. 62: 1-17 (2024) - [j183]Kun Qian, Yuanyuan Wang, Peter Jung, Yilei Shi, Xiaoxiang Zhu:
HyperLISTA-ABT: An Ultralight Unfolded Network for Accurate Multicomponent Differential Tomographic SAR Inversion. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024) - [j182]Yi Wang, Conrad M. Albrecht, Xiaoxiang Zhu:
Multilabel-Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024) - [j181]Yuxing Xie, Xiangtian Yuan, Xiaoxiang Zhu, Jiaojiao Tian:
Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models. IEEE Trans. Geosci. Remote. Sens. 62: 1-20 (2024) - [j180]Zhitong Xiong, Sining Chen, Yilei Shi, Xiaoxiang Zhu:
Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation. IEEE Trans. Geosci. Remote. Sens. 62: 1-12 (2024) - [j179]Fang Xu, Yilei Shi, Patrick Ebel, Wen Yang, Xiao Xiang Zhu:
Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024) - [j178]Yuting Yang, Xin Sun, Junyu Dong, Kin-Man Lam, Xiaoxiang Zhu:
Attention-ConvNet Network for Ocean-Front Prediction via Remote Sensing SST Images. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024) - [j177]Weikang Yu, Xiaokang Zhang, Samiran Das, Xiaoxiang Zhu, Pedram Ghamisi:
MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024) - [j176]Weikang Yu, Xiaokang Zhang, Richard Gloaguen, Xiaoxiang Zhu, Pedram Ghamisi:
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024) - [j175]Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiaoxiang Zhu:
RRSIS: Referring Remote Sensing Image Segmentation. IEEE Trans. Geosci. Remote. Sens. 62: 1-12 (2024) - [j174]Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024) - [j173]Yichen Zhao, Yaxiong Chen, Shengwu Xiong, Xiaoqiang Lu, Xiaoxiang Zhu, Lichao Mou:
Co-Enhanced Global-Part Integration for Remote-Sensing Scene Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024) - [j172]Fan Fan, Yilei Shi, Tobias Guggemos, Xiaoxiang Zhu:
Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification. IEEE Trans. Neural Networks Learn. Syst. 35(12): 18145-18159 (2024) - [c249]Fan Fan, Yilei Shi, Xiao Xiang Zhu:
Urban Land Cover Classification with Efficient Hybrid Quantum Machine Learning Model. CEC 2024: 1-7 - [c248]Jie Zhao, Zhitong Xiong, Xiaoxiang Zhu:
UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping. CVPR Workshops 2024: 419-429 - [c247]Ivica Obadic, Alex Levering, Lars Pennig, Dário A. B. Oliveira, Diego Marcos, Xiaoxiang Zhu:
Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes. CVPR Workshops 2024: 575-584 - [c246]Wei Huang, Yilei Shi, Zhitong Xiong, Xiaoxiang Zhu:
Representation Enhancement-Stabilization: Reducing Bias-Variance of Domain Generalization. ECCV (36) 2024: 108-125 - [c245]Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu:
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning. ECCV (29) 2024: 286-303 - [c244]Ziqi Gu, Zhaiyu Chen, Yilei Shi, Xiao Xiang Zhu:
Building Attributes Recognition with Noisy and Incomplete Labels. IGARSS 2024: 230-233 - [c243]Zhaiyu Chen, Ziqi Gu, Yilei Shi, Xiao Xiang Zhu:
Learning Building Energy Efficiency with Semantic Attributes. IGARSS 2024: 909-912 - [c242]Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
Referring Image Segmentation for Remote Sensing Data. IGARSS 2024: 946-949 - [c241]Jie Zhao, Xiao Xiang Zhu:
Towards Large-Scale Urban Flood Mapping Using Sentinel-1 Data. IGARSS 2024: 1205-1208 - [c240]Qi Zhang, Yuanyuan Wang, Xiao Xiang Zhu:
Deep-Learning-Based Large-Scale Forest Height Generation. IGARSS 2024: 2303-2306 - [c239]Zhitong Xiong, Yi Wang, Fahong Zhang, Xiao Xiang Zhu:
One for All: Toward Unified Foundation Models for Earth Vision. IGARSS 2024: 2734-2738 - [c238]Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu:
Efficient Subseasonal Weather Forecast Using Teleconnection-Informed Transformers. IGARSS 2024: 2847-2852 - [c237]Qian Song, Ridvan Salih Kuzu, Xiao Xiang Zhu:
Dominant Leaf Type Classification Using Sentinel-1 Time Series. IGARSS 2024: 4482-4485 - [c236]Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu:
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation. IGARSS 2024: 7040-7044 - [c235]Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu:
Multi-Label Guided Supervised Contrastive Learning for Earth Observation Pretraining. IGARSS 2024: 7568-7571 - [c234]Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Disentangling Semi-Supervised Semantic Segmentation of Remote Sensing Images. IGARSS 2024: 8184-8188 - [c233]Yaxiong Chen, Minghong Wei, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiaoxiang Zhu, Lichao Mou:
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention. MICCAI (3) 2024: 77-87 - [c232]Yaxiong Chen, Chuang Du, Chunlei Li, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiaoxiang Zhu, Lichao Mou:
UniCrossAdapter: Multimodal Adaptation of CLIP for Radiology Report Generation. MedAGI@MICCAI 2024: 113-123 - [c231]Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiaoxiang Zhu, Lichao Mou:
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning. MICCAI (12) 2024: 272-282 - [c230]Zixuan Zheng, Yilei Shi, Chunlei Li, Jingliang Hu, Xiaoxiang Zhu, Lichao Mou:
Rethinking Cell Counting Methods: Decoupling Counting and Localization. MICCAI (4) 2024: 418-426 - [c229]Yaxiong Chen, Yujie Wang, Zixuan Zheng, Jingliang Hu, Yilei Shi, Shengwu Xiong, Xiaoxiang Zhu, Lichao Mou:
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-labeling for Semi-supervised Ultrasound Image Segmentation. MICCAI (9) 2024: 604-614 - [c228]Tingxiu Chen, Yilei Shi, Zixuan Zheng, Bingcong Yan, Jingliang Hu, Xiaoxiang Zhu, Lichao Mou:
Ultrasound Image-to-Video Synthesis via Latent Dynamic Diffusion Models. MICCAI (4) 2024: 764-774 - [i162]Zhitong Xiong, Yi Wang, Fahong Zhang, Xiao Xiang Zhu:
One for All: Toward Unified Foundation Models for Earth Vision. CoRR abs/2401.07527 (2024) - [i161]Konrad Heidler, Ingmar Nitze, Guido Grosse, Xiao Xiang Zhu:
PixelDINO: Semi-Supervised Semantic Segmentation for Detecting Permafrost Disturbances. CoRR abs/2401.09271 (2024) - [i160]Shan Zhao, Zhitong Xiong, Xiao Xiang Zhu:
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers. CoRR abs/2401.17870 (2024) - [i159]Zhenghang Yuan, Zhitong Xiong, Lichao Mou, Xiao Xiang Zhu:
ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models. CoRR abs/2402.11325 (2024) - [i158]Adrian Höhl, Ivica Obadic, Miguel-Ángel Fernández-Torres, Hiba Najjar, Dário A. B. Oliveira, Zeynep Akata, Andreas Dengel, Xiao Xiang Zhu:
Opening the Black-Box: A Systematic Review on Explainable AI in Remote Sensing. CoRR abs/2402.13791 (2024) - [i157]Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu:
Task Specific Pretraining with Noisy Labels for Remote sensing Image Segmentation. CoRR abs/2402.16164 (2024) - [i156]Chenying Liu, Conrad M. Albrecht, Yi Wang, Qingyu Li, Xiao Xiang Zhu:
AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation. CoRR abs/2403.01641 (2024) - [i155]Shan Zhao, Ioannis Prapas, Ilektra Karasante, Zhitong Xiong, Ioannis Papoutsis, Gustau Camps-Valls, Xiao Xiang Zhu:
Causal Graph Neural Networks for Wildfire Danger Prediction. CoRR abs/2403.08414 (2024) - [i154]Qingsong Xu, Yilei Shi, Jonathan Bamber, Chaojun Ouyang, Xiao Xiang Zhu:
Large-scale flood modeling and forecasting with FloodCast. CoRR abs/2403.12226 (2024) - [i153]Zhitong Xiong, Yi Wang, Fahong Zhang, Adam J. Stewart, Joëlle Hanna, Damian Borth, Ioannis Papoutsis, Bertrand Le Saux, Gustau Camps-Valls, Xiao Xiang Zhu:
Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities. CoRR abs/2403.15356 (2024) - [i152]Ivica Obadic, Alex Levering, Lars Pennig, Dário A. B. Oliveira, Diego Marcos, Xiaoxiang Zhu:
Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes. CoRR abs/2404.09768 (2024) - [i151]Weikang Yu, Xiaokang Zhang, Samiran Das, Xiaoxiang Zhu, Pedram Ghamisi:
MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification. CoRR abs/2404.12081 (2024) - [i150]Xiao Xiang Zhu, Qingyu Li, Yilei Shi, Yuanyuan Wang, Adam J. Stewart, Jonathan Prexl:
Global OpenBuildingMap - Unveiling the Mystery of Global Buildings. CoRR abs/2404.13911 (2024) - [i149]Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiaoxiang Zhu:
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation. CoRR abs/2405.01217 (2024) - [i148]Xiao Xiang Zhu, Zhitong Xiong, Yi Wang, Adam J. Stewart, Konrad Heidler, Yuanyuan Wang, Zhenghang Yuan, Thomas Dujardin, Qingsong Xu, Yilei Shi:
On the Foundations of Earth and Climate Foundation Models. CoRR abs/2405.04285 (2024) - [i147]Yi Wang, Conrad M. Albrecht, Xiaoxiang Zhu:
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining. CoRR abs/2405.20462 (2024) - [i146]Xin-Yi Tong, Runmin Dong, Xiao Xiang Zhu:
Global High Categorical Resolution Land Cover Mapping via Weak Supervision. CoRR abs/2406.00891 (2024) - [i145]Jie Zhao, Zhitong Xiong, Xiao Xiang Zhu:
UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping. CoRR abs/2406.04111 (2024) - [i144]Weikang Yu, Xiaokang Zhang, Xiaoxiang Zhu, Richard Gloaguen, Pedram Ghamisi:
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery. CoRR abs/2407.03971 (2024) - [i143]Qingsong Xu, Nils Thuerey, Yilei Shi, Jonathan Bamber, Chaojun Ouyang, Xiao Xiang Zhu:
Physics-embedded Fourier Neural Network for Partial Differential Equations. CoRR abs/2407.11158 (2024) - [i142]Nassim Ait Ali Braham, Conrad M. Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiaoxiang Zhu:
SpectralEarth: Training Hyperspectral Foundation Models at Scale. CoRR abs/2408.08447 (2024) - [i141]Enno Tiemann, Shanyu Zhou, Alexander Kläser, Konrad Heidler, Rochelle Schneider, Xiao Xiang Zhu:
Machine Learning for Methane Detection and Quantification from Space - A survey. CoRR abs/2408.15122 (2024) - [i140]Qingpeng Li, Yuxin Zhang, Leyuan Fang, Yuhan Kang, Shutao Li, Xiao Xiang Zhu:
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object Detection. CoRR abs/2410.17822 (2024) - [i139]Shan Zhao, Zhaiyu Chen, Zhitong Xiong, Yilei Shi, Sudipan Saha, Xiao Xiang Zhu:
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation. CoRR abs/2411.03223 (2024) - [i138]Zhenshi Li, Dilxat Muhtar, Feng Gu, Xueliang Zhang, Pengfeng Xiao, Guangjun He, Xiaoxiang Zhu:
LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation. CoRR abs/2411.09301 (2024) - [i137]Yuanyuan Wang, Qian Song, Dawood Wasif, Muhammad Shahzad, Christoph Koller, Jonathan Bamber, Xiao Xiang Zhu:
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning. CoRR abs/2412.06451 (2024) - 2023
- [j171]Qingyu Li, Sebastian Krapf, Yilei Shi, Xiao Xiang Zhu:
SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery. Int. J. Appl. Earth Obs. Geoinformation 116: 103098 (2023) - [j170]Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu:
Self-supervised audiovisual representation learning for remote sensing data. Int. J. Appl. Earth Obs. Geoinformation 116: 103130 (2023) - [j169]Yuxing Xie, Jiaojiao Tian, Xiao Xiang Zhu:
A co-learning method to utilize optical images and photogrammetric point clouds for building extraction. Int. J. Appl. Earth Obs. Geoinformation 116: 103165 (2023) - [j168]Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Sining Chen, Yao Sun, Xiao Xiang Zhu:
3DCentripetalNet: Building height retrieval from monocular remote sensing imagery. Int. J. Appl. Earth Obs. Geoinformation 120: 103311 (2023) - [j167]Runmin Dong, Lixian Zhang, Weijia Li, Shuai Yuan, Lin Gan, Juepeng Zheng, Haohuan Fu, Lichao Mou, Xiao Xiang Zhu:
An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals. Int. J. Appl. Earth Obs. Geoinformation 121: 103381 (2023) - [j166]Xiangyu Zhao, Jingliang Hu, Lichao Mou, Zhitong Xiong, Xiao Xiang Zhu:
Cross-city Landuse classification of remote sensing images via deep transfer learning. Int. J. Appl. Earth Obs. Geoinformation 122: 103358 (2023) - [j165]Shanyu Zhou, Lichao Mou, Yuansheng Hua, Lixian Zhang, Hermann Kaufmann, Xiao Xiang Zhu:
Can we use deep learning models to identify the functionality of plastics from space? Int. J. Appl. Earth Obs. Geoinformation 123: 103491 (2023) - [j164]Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna M. Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, Muhammad Shahzad, Wen Yang, Richard Bamler, Xiaoxiang Zhu:
A survey of uncertainty in deep neural networks. Artif. Intell. Rev. 56(S1): 1513-1589 (2023) - [j163]Jakob Gawlikowski, Sudipan Saha, Julia Niebling, Xiao Xiang Zhu:
Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification. EURASIP J. Adv. Signal Process. 2023(1): 47 (2023) - [j162]Fei Zhou, Xin Sun, Junyu Dong, Xiao Xiang Zhu:
SurroundNet: Towards effective low-light image enhancement. Pattern Recognit. 141: 109602 (2023) - [j161]Rodrigo Capobianco Guido, Tülay Adali, Emil Björnson, Laure Blanc-Féraud, Ulisses Braga-Neto, Behnaz Ghoraani, Christian Jutten, Alle-Jan van der Veen, Hong Vicky Zhao, Xiaoxiang Zhu:
IEEE Signal Processing Society: Celebrating 75 Years of Remarkable Achievements [From the Guest Editors]. IEEE Signal Process. Mag. 40(4): 3-6 (2023) - [j160]Rodrigo Capobianco Guido, Tülay Adali, Emil Björnson, Laure Blanc-Féraud, Ulisses Braga-Neto, Behnaz Ghoraani, Christian Jutten, Alle-Jan van der Veen, Hong Vicky Zhao, Xiaoxiang Zhu:
IEEE Signal Processing Society: Celebrating 75 Years of Remarkable Achievements (Part 2) [From the Guest Editors]. IEEE Signal Process. Mag. 40(5): 8-11 (2023) - [j159]Martin Hermann, Sudipan Saha, Xiao Xiang Zhu:
Filtering Specialized Change in a Few-Shot Setting. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 1185-1196 (2023) - [j158]Lukas Kondmann, Sudipan Saha, Xiao Xiang Zhu:
SemiSiROC: Semisupervised Change Detection With Optical Imagery and an Unsupervised Teacher Model. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 3879-3891 (2023) - [j157]Qian Song, Conrad M. Albrecht, Zhitong Xiong, Xiao Xiang Zhu:
Biomass Estimation and Uncertainty Quantification From Tree Height. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 4833-4845 (2023) - [j156]Ridvan Salih Kuzu, Leonardo Bagaglini, Yi Wang, Corneliu Octavian Dumitru, Nassim Ait Ali Braham, Giorgio Pasquali, Filippo Santarelli, Francesco Trillo, Sudipan Saha, Xiao Xiang Zhu:
Automatic Detection of Building Displacements Through Unsupervised Learning From InSAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 6931-6947 (2023) - [j155]Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu:
Deep Learning for Subtle Volcanic Deformation Detection With InSAR Data in Central Volcanic Zone. IEEE Trans. Geosci. Remote. Sens. 61: 1-20 (2023) - [j154]Yaxiong Chen, Jinghao Huang, Lichao Mou, Pu Jin, Shengwu Xiong, Xiao Xiang Zhu:
Deep Saliency Smoothing Hashing for Drone Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 61: 1-13 (2023) - [j153]Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-18 (2023) - [j152]Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu:
A Deep Active Contour Model for Delineating Glacier Calving Fronts. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) - [j151]Wei Huang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
AdaptMatch: Adaptive Matching for Semisupervised Binary Segmentation of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-16 (2023) - [j150]Zhitong Xiong, Wei Huang, Jingtao Hu, Xiao Xiang Zhu:
THE Benchmark: Transferable Representation Learning for Monocular Height Estimation. IEEE Trans. Geosci. Remote. Sens. 61: 1-14 (2023) - [j149]Qingsong Xu, Yilei Shi, Jianhua Guo, Chaojun Ouyang, Xiao Xiang Zhu:
UCDFormer: Unsupervised Change Detection Using a Transformer-Driven Image Translation. IEEE Trans. Geosci. Remote. Sens. 61: 1-17 (2023) - [j148]Qingsong Xu, Yilei Shi, Xin Yuan, Xiao Xiang Zhu:
Universal Domain Adaptation for Remote Sensing Image Scene Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j147]Fahong Zhang, Yilei Shi, Zhitong Xiong, Wei Huang, Xiao Xiang Zhu:
Pseudo Features-Guided Self-Training for Domain Adaptive Semantic Segmentation of Satellite Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-14 (2023) - [j146]Fei Zhou, Xin Sun, Chengze Sun, Junyu Dong, Xiao Xiang Zhu:
Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-16 (2023) - [c227]Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu:
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CVPR Workshops 2023: 2086-2096 - [c226]Runmin Dong, Lichao Mou, Mengxuan Chen, Weijia Li, Xin-Yi Tong, Shuai Yuan, Lixian Zhang, Juepeng Zheng, Xiao Xiang Zhu, Haohuan Fu:
Large-Scale Land Cover Mapping with Fine-Grained Classes via Class-Aware Semi-Supervised Semantic Segmentation. ICCV 2023: 16737-16747 - [c225]Oleg Antropov, Matthieu Molinier, Ridvan Salih Kuzu, Lloyd H. Hughes, Marc Rußwurm, Devis Tuia, Corneliu Octavian Dumitru, Shaojia Ge, Sudipan Saha, Xiao Xiang Zhu:
Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management. IGARSS 2023: 650-653 - [c224]Teo Beker, Qian Song, Xiao Xiang Zhu:
An Analysis of the Gap Between Hybrid and Real Data for Volcanic Deformation Detection. IGARSS 2023: 825-828 - [c223]Zhaiyu Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Polyhedron-Based Graph Neural Network for Compact Building Model Reconstruction. IGARSS 2023: 923-926 - [c222]Daixin Zhao, Konrad Heidler, Milad Asgarimehr, Caroline Arnold, Tianqi Xiao, Jens Wickert, Xiao Xiang Zhu, Lichao Mou:
DDM-Former: Global Ocean Wind Speed Retrieval with Transformer Networks. IGARSS 2023: 1182-1185 - [c221]Qian Song, Yuanyuan Wang, Xiao Xiang Zhu:
3d Point Cloud Simulation for Above-Ground Forest Biomass Estimation. IGARSS 2023: 1357-1360 - [c220]Qian Song, Xiao Xiang Zhu:
A Dataset for Individual Tree Delineation from 3D Point Cloud data. IGARSS 2023: 1369-1372 - [c219]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Overcoming Language Bias in Remote Sensing Visual Question Answering Via Adversarial Training. IGARSS 2023: 2235-2238 - [c218]Qingsong Xu, Yilei Shi, Xiao Xiang Zhu:
DisasterNets: Embedding Machine Learning in Disaster Mapping. IGARSS 2023: 2536-2539 - [c217]Qi Zhang, Yuanyuan Wang, Xiaoxiang Zhu:
A Seq2seq-Based Forest Height Estimation for Zero-Baseline Repeat-Pass Polinsar Data. IGARSS 2023: 3102-3105 - [c216]Stella Ofori-Ampofo, Ridvan Salih Kuzu, Xiao Xiang Zhu:
High Spatial Resolution for Crop Yield Prediction in Large Farming Systems: A Necessity or Additional Overhead. IGARSS 2023: 3534-3537 - [c215]Yue Zeng, Qingsong Xu, Xiao Xiang Zhu:
The Spatial-Temporal Role of Urban Green Space in Mitigating Land Surface Temperature in Chinese Megacities. IGARSS 2023: 3596-3599 - [c214]Shan Zhao, Sudipan Saha, Zhitong Xiong, Niklas Boers, Xiao Xiang Zhu:
Exploring Geometric Deep Learning for Precipitation Nowcasting. IGARSS 2023: 3760-3763 - [c213]Dawood Wasif, Yuanyuan Wang, Muhammad Shahzad, Rudolph Triebel, Xiao Xiang Zhu:
Towards a Benchmark EO Semantic Segmentation Dataset for Uncertainty Quantification. IGARSS 2023: 5018-5021 - [c212]Christoph Koller, Peter Jung, Xiao Xiang Zhu:
Exploring Distance-Aware Uncertainty Quantification for Remote Sensing Image Classification. IGARSS 2023: 5692-5695 - [c211]Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu:
Semi-Supervised Learning for Hyperspectral Images by Non Parametrically Predicting View AssignmentCRediT. IGARSS 2023: 6085-6088 - [c210]Fang Xu, Yilei Shi, Wen Yang, Xiaoxiang Zhu:
Multi-Modal Multi-Task Learning for Semantic Segmentation of Land Cover Under Cloudy Conditions. IGARSS 2023: 6274-6277 - [c209]Zhitong Xiong, Yanfeng Liu, Qi Wang, Xiao Xiang Zhu:
RSSOD-Bench: a Large-Scale Benchmark Dataset for Salient Object Detection in Optical Remote Sensing Imagery. IGARSS 2023: 6549-6552 - [c208]Qingyu Li, Sebastian Krapf, Lichao Mou, Yilei Shi, Xiao Xiang Zhu:
Roof Superstructure Detection from Aerial Imagery. IGARSS 2023: 6855-6858 - [c207]Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Adaptive Bins for Monocular Height Estimation from Single Remote Sensing Images. IGARSS 2023: 7015-7018 - [c206]Shanyu Zhou, Lichao Mou, Lixian Zhang, Yuansheng Hua, Hermann Kaufmann, Xiaoxiang Zhu:
Function Assignment of Plastics based on Hyperspectral Satellite Images and High-Resolution Data Using Deep Learning Algorithms. IGARSS 2023: 7257-7260 - [c205]Sining Chen, Yilei Shi, Xiao Xiang Zhu:
Long-tailed Regression with Ensembles for Monocular Height Estimation from Single Remote Sensing Images. JURSE 2023: 1-4 - [c204]Fan Fan, Yilei Shi, Xiao Xiang Zhu:
Urban Land Cover Classification from Sentinel-2 Images with Quantum-Classical Network. JURSE 2023: 1-4 - [c203]Qingyu Li, Yao Sun, Lichao Mou, Yilei Shi, Xiao Xiang Zhu:
Semi-supervised segmentation of individual buildings from SAR imagery. JURSE 2023: 1-4 - [c202]Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck:
Detecting challenging urban environments using a few-shot meta-learning approach. JURSE 2023: 1-4 - [c201]Isabelle Tingzon, James Matthew Miraflor, Xiao Xiang Zhu, Mrinalini Kochupillai:
Towards Impactful Applications of AI4EO in the Global South. JURSE 2023: 1-4 - [c200]Qingsong Xu, Yilei Shi, Xiao Xiang Zhu:
UCDFormer: Unsupervised Change Detection Using Real-time Transformers. JURSE 2023: 1-4 - [c199]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images. JURSE 2023: 1-4 - [c198]Yue Zeng, Jianhua Guo, Xiao Xiang Zhu:
Spatial-Temporal Analysis of Urban Green Space and the Impact on Land Surface Temperature of Beijing, China. JURSE 2023: 1-4 - [c197]Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Pseudo Features Guided Self-training for Domain Adaptive Semantic Segmentation of Aerial Images. JURSE 2023: 1-4 - [c196]Alexandre Lacoste, Nils Lehmann, Pau Rodríguez, Evan D. Sherwin, Hannah Kerner, Björn Lütjens, Jeremy Irvin, David Dao, Hamed Alemohammad, Alexandre Drouin, Mehmet Gunturkun, Gabriel Huang, David Vázquez, Dava Newman, Yoshua Bengio, Stefano Ermon, Xiaoxiang Zhu:
GEO-Bench: Toward Foundation Models for Earth Monitoring. NeurIPS 2023 - [c195]Sanja Scepanovic, Ivica Obadic, Sagar Joglekar, Laura Giustarini, Cristiano Nattero, Daniele Quercia, Xiaoxiang Zhu:
MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery. NeurIPS 2023 - [c194]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
We Won't Get Fooled Again: When Performance Metric Malfunction Affects the Landscape of Hyperparameter Optimization Problems. OLA 2023: 148-160 - [d5]Tian Li, Konrad Heidler, Lichao Mou, Ádám Ignéczi, Xiao Xiang Zhu, Jonathan Bamber:
Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023. Version 1. Zenodo, 2023 [all versions] - [d4]Tian Li, Konrad Heidler, Lichao Mou, Ádám Ignéczi, Xiao Xiang Zhu, Jonathan Bamber:
Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023. Version 2. Zenodo, 2023 [all versions] - [d3]Tian Li, Konrad Heidler, Lichao Mou, Ádám Ignéczi, Xiao Xiang Zhu, Jonathan Bamber:
Calving Front Dataset for Marine-Terminating Glaciers in Svalbard 1985-2023. Version 3. Zenodo, 2023 [all versions] - [i136]Fang Xu, Yilei Shi, Patrick Ebel, Wen Yang, Xiao Xiang Zhu:
High-Resolution Cloud Removal with Multi-Modal and Multi-Resolution Data Fusion: A New Baseline and Benchmark. CoRR abs/2301.03432 (2023) - [i135]Qingsong Xu, Yilei Shi, Xin Yuan, Xiao Xiang Zhu:
Universal Domain Adaptation for Remote Sensing Image Scene Classification. CoRR abs/2301.11387 (2023) - [i134]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images. CoRR abs/2304.03844 (2023) - [i133]Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu:
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CoRR abs/2304.05464 (2023) - [i132]Yifang Xu, Yunzhuo Sun, Yang Li, Yilei Shi, Xiaoxiang Zhu, Sidan Du:
MH-DETR: Video Moment and Highlight Detection with Cross-modal Transformer. CoRR abs/2305.00355 (2023) - [i131]Daniel Racek, Brittany I. Davidson, Paul W. Thurner, Xiao Xiang Zhu, Göran Kauermann:
The Politics of Language Choice: How the Russian-Ukrainian War Influences Ukrainians' Language Use on Twitter. CoRR abs/2305.02770 (2023) - [i130]Yilei Shi, Qinyu Li, Xiaoxiang Zhu:
Building Footprint Extraction with Graph Convolutional Network. CoRR abs/2305.04499 (2023) - [i129]Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu:
High Quality Large-Scale 3-D Urban Mapping with Multi-Master TomoSAR. CoRR abs/2305.04541 (2023) - [i128]Congcong Wen, Yuan Hu, Xiang Li, Zhenghang Yuan, Xiao Xiang Zhu:
Vision-Language Models in Remote Sensing: Current Progress and Future Trends. CoRR abs/2305.05726 (2023) - [i127]Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Saso Dzeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate, Mihai Datcu, Jorge-Arnulfo Quiané-Ruiz, Volker Markl, Bertrand Le Saux, Rochelle Schneider:
Artificial intelligence to advance Earth observation: a perspective. CoRR abs/2305.08413 (2023) - [i126]Zhitong Xiong, Sining Chen, Yi Wang, Lichao Mou, Xiao Xiang Zhu:
GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data. CoRR abs/2305.14914 (2023) - [i125]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training. CoRR abs/2306.00483 (2023) - [i124]Zhitong Xiong, Yanfeng Liu, Qi Wang, Xiao Xiang Zhu:
RSSOD-Bench: A large-scale benchmark dataset for Salient Object Detection in Optical Remote Sensing Imagery. CoRR abs/2306.02351 (2023) - [i123]Alexandre Lacoste, Nils Lehmann, Pau Rodríguez, Evan David Sherwin, Hannah Kerner, Björn Lütjens, Jeremy Andrew Irvin, David Dao, Hamed Alemohammad, Alexandre Drouin, Mehmet Gunturkun, Gabriel Huang, David Vázquez, Dava Newman, Yoshua Bengio, Stefano Ermon, Xiao Xiang Zhu:
GEO-Bench: Toward Foundation Models for Earth Monitoring. CoRR abs/2306.03831 (2023) - [i122]Zhenghang Yuan, Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
RRSIS: Referring Remote Sensing Image Segmentation. CoRR abs/2306.08625 (2023) - [i121]Qingsong Xu, Yilei Shi, Xiao Xiang Zhu:
DisasterNets: Embedding Machine Learning in Disaster Mapping. CoRR abs/2306.09815 (2023) - [i120]Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu:
Semi-Supervised Learning for hyperspectral images by non parametrically predicting view assignment. CoRR abs/2306.10955 (2023) - [i119]Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu:
A Deep Active Contour Model for Delineating Glacier Calving Fronts. CoRR abs/2307.03461 (2023) - [i118]Zhaiyu Chen, Yilei Shi, Liangliang Nan, Zhitong Xiong, Xiao Xiang Zhu:
PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds. CoRR abs/2307.08636 (2023) - [i117]Qingsong Xu, Yilei Shi, Jianhua Guo, Chaojun Ouyang, Xiao Xiang Zhu:
UCDFormer: Unsupervised Change Detection Using a Transformer-driven Image Translation. CoRR abs/2308.01146 (2023) - [i116]Yi Wang, Chenying Liu, Arti Tiwari, Micha Silver, Arnon Karnieli, Xiao Xiang Zhu, Conrad M. Albrecht:
Deep Semantic Model Fusion for Ancient Agricultural Terrace Detection. CoRR abs/2308.02225 (2023) - [i115]Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu:
DeCUR: decoupling common & unique representations for multimodal self-supervision. CoRR abs/2309.05300 (2023) - [i114]Shan Zhao, Sudipan Saha, Zhitong Xiong, Niklas Boers, Xiao Xiang Zhu:
Exploring Geometric Deep Learning For Precipitation Nowcasting. CoRR abs/2309.05828 (2023) - [i113]Yao Sun, Anna M. Kruspe, Liqiu Meng, Yifan Tian, Eike Jens Hoffmann, Stefan Auer, Xiao Xiang Zhu:
Towards Large-scale Building Attribute Mapping using Crowdsourced Images: Scene Text Recognition on Flickr and Problems to be Solved. CoRR abs/2309.08042 (2023) - [i112]Fahong Zhang, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
Few-shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects. CoRR abs/2309.10588 (2023) - [i111]Fahong Zhang, Yilei Shi, Xiao Xiang Zhu:
Self-supervised Domain-agnostic Domain Adaptation for Satellite Images. CoRR abs/2309.11109 (2023) - [i110]Sining Chen, Yilei Shi, Zhitong Xiong, Xiao Xiang Zhu:
HTC-DC Net: Monocular Height Estimation from Single Remote Sensing Images. CoRR abs/2309.16486 (2023) - [i109]Danfeng Hong, Bing Zhang, Hao Li, Yuxuan Li, Jing Yao, Chenyu Li, Martin Werner, Jocelyn Chanussot, Alexander Zipf, Xiao Xiang Zhu:
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks. CoRR abs/2309.16499 (2023) - [i108]Qingsong Xu, Yilei Shi, Jonathan L. Bamber, Ye Tuo, Ralf Ludwig, Xiao Xiang Zhu:
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology. CoRR abs/2310.05227 (2023) - [i107]Yi Wang, Hugo Hernández Hernández, Conrad M. Albrecht, Xiao Xiang Zhu:
Feature Guided Masked Autoencoder for Self-supervised Learning in Remote Sensing. CoRR abs/2310.18653 (2023) - [i106]Katharina Hechinger, Christoph Koller, Xiao Xiang Zhu, Göran Kauermann:
Towards Label Embedding - Measuring classification difficulty. CoRR abs/2311.08874 (2023) - 2022
- [j145]Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu:
CrossGeoNet: A Framework for Building Footprint Generation of Label-Scarce Geographical Regions. Int. J. Appl. Earth Obs. Geoinformation 111: 102824 (2022) - [j144]Qingyu Li, Hannes Taubenböck, Yilei Shi, Stefan Auer, Robert Roschlaub, Clemens Glock, Anna M. Kruspe, Xiao Xiang Zhu:
Identification of undocumented buildings in cadastral data using remote sensing: Construction period, morphology, and landscape. Int. J. Appl. Earth Obs. Geoinformation 112: 102909 (2022) - [j143]Christian Geiß, Yue Zhu, Chunping Qiu, Lichao Mou, Xiao Xiang Zhu, Hannes Taubenböck:
Deep Relearning in the Geospatial Domain for Semantic Remote Sensing Image Segmentation. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j142]Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia:
Semantic Segmentation of Remote Sensing Images With Sparse Annotations. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j141]Hitesh Kandala, Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu:
Exploring Transformer and Multilabel Classification for Remote Sensing Image Captioning. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j140]Chunping Qiu, Lukas Liebel, Lloyd Haydn Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu:
Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j139]Sudipan Saha, Xiao Xiang Zhu:
Patch-Level Unsupervised Planetary Change Detection. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j138]Sudipan Saha, Shan Zhao, Xiao Xiang Zhu:
Multitarget Domain Adaptation for Remote Sensing Classification Using Graph Neural Network. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j137]Minghui Wang, Qingpeng Li, Yunchao Gu, Leyuan Fang, Xiao Xiang Zhu:
SCAF-Net: Scene Context Attention-Based Fusion Network for Vehicle Detection in Aerial Imagery. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j136]Qingyu Li, Stefano Zorzi, Yilei Shi, Friedrich Fraundorfer, Xiao Xiang Zhu:
RegGAN: An End-to-End Network for Building Footprint Generation with Boundary Regularization. Remote. Sens. 14(8): 1835 (2022) - [j135]Jianhua Guo, Qingsong Xu, Yue Zeng, Zhiheng Liu, Xiaoxiang Zhu:
Semi-Supervised Cloud Detection in Satellite Images by Considering the Domain Shift Problem. Remote. Sens. 14(11): 2641 (2022) - [j134]Hasan Nasrallah, Abed Ellatif Samhat, Yilei Shi, Xiao Xiang Zhu, Ghaleb Faour, Ali J. Ghandour:
Lebanon Solar Rooftop Potential Assessment Using Buildings Segmentation From Aerial Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 4909-4918 (2022) - [j133]Sudipan Saha, Muhammad Shahzad, Patrick Ebel, Xiao Xiang Zhu:
Supervised Change Detection Using Prechange Optical-SAR and Postchange SAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 8170-8178 (2022) - [j132]Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, Junjue Wang, Yanfei Zhong, Dong Zhao, Qi Zang, Shuang Wang, Fahong Zhang, Yilei Shi, Xiao Xiang Zhu, Lin Bai, Weile Li, Weihang Peng, Pedram Ghamisi:
The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 9927-9942 (2022) - [j131]Jakob Gawlikowski, Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu:
Explaining the Effects of Clouds on Remote Sensing Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 9976-9986 (2022) - [j130]Yaxiong Chen, Shengwu Xiong, Lichao Mou, Xiao Xiang Zhu:
Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j129]Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu:
SEN12MS-CR-TS: A Remote-Sensing Data Set for Multimodal Multitemporal Cloud Removal. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j128]Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu:
An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j127]Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu:
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j126]Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu:
MultiScene: A Large-Scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j125]Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu:
FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j124]Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu:
Anomaly Detection in Aerial Videos With Transformers. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j123]Lukas Kondmann, Aysim Toker, Sudipan Saha, Bernhard Schölkopf, Laura Leal-Taixé, Xiao Xiang Zhu:
Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j122]Qingyu Li, Lichao Mou, Yuansheng Hua, Yilei Shi, Xiao Xiang Zhu:
Building Footprint Generation Through Convolutional Neural Networks With Attraction Field Representation. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [j121]Qingyu Li, Yilei Shi, Xiao Xiang Zhu:
Semi-Supervised Building Footprint Generation With Feature and Output Consistency Training. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [j120]Jun Li, Zhaocong Wu, Zhongwen Hu, Canliang Jian, Shaojie Luo, Lichao Mou, Xiao Xiang Zhu, Matthieu Molinier:
A Lightweight Deep Learning-Based Cloud Detection Method for Sentinel-2A Imagery Fusing Multiscale Spectral and Spatial Features. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j119]Erik Loebel, Mirko Scheinert, Martin Horwath, Konrad Heidler, Julia Christmann, Long Duc Phan, Angelika Humbert, Xiao Xiang Zhu:
Extracting Glacier Calving Fronts by Deep Learning: The Benefit of Multispectral, Topographic, and Textural Input Features. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - [j118]Lichao Mou, Yuansheng Hua, Sudipan Saha, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu:
Detecting Changes by Learning No Changes: Data-Enclosing-Ball Minimizing Autoencoders for One-Class Change Detection in Multispectral Imagery. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j117]Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu:
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j116]Kun Qian, Yuanyuan Wang, Peter Jung, Yilei Shi, Xiao Xiang Zhu:
Basis Pursuit Denoising via Recurrent Neural Network Applied to Super-Resolving SAR Tomography. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j115]Kun Qian, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu:
γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j114]Sudipan Saha, Patrick Ebel, Xiao Xiang Zhu:
Self-Supervised Multisensor Change Detection. IEEE Trans. Geosci. Remote. Sens. 60: 1-10 (2022) - [j113]Sudipan Saha, Muhammad Shahzad, Lichao Mou, Qian Song, Xiao Xiang Zhu:
Unsupervised Single-Scene Semantic Segmentation for Earth Observation. IEEE Trans. Geosci. Remote. Sens. 60: 1-11 (2022) - [j112]Qian Song, Feng Xu, Xiao Xiang Zhu, Ya-Qiu Jin:
Learning to Generate SAR Images With Adversarial Autoencoder. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j111]Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j110]Xu Tang, Huayu Zhang, Lichao Mou, Fang Liu, Xiangrong Zhang, Xiao Xiang Zhu, Licheng Jiao:
An Unsupervised Remote Sensing Change Detection Method Based on Multiscale Graph Convolutional Network and Metric Learning. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j109]Tianze Yu, Jianzhe Lin, Lichao Mou, Yuansheng Hua, Xiaoxiang Zhu, Z. Jane Wang:
SCIDA: Self-Correction Integrated Domain Adaptation From Single- to Multi-Label Aerial Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j108]Zhenghang Yuan, Lichao Mou, Qi Wang, Xiao Xiang Zhu:
From Easy to Hard: Learning Language-Guided Curriculum for Visual Question Answering on Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 60: 1-11 (2022) - [j107]Zhenghang Yuan, Lichao Mou, Zhitong Xiong, Xiao Xiang Zhu:
Change Detection Meets Visual Question Answering. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j106]Rui Zhang, Yuanyuan Wang, Jingliang Hu, Wei Yang, Jie Chen, Xiaoxiang Zhu:
SAR4LCZ-Net: A Complex-Valued Convolutional Neural Network for Local Climate Zones Classification Using Gaofen-3 Quad-Pol SAR Data. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j105]Lei Ding, Hao Tang, Yahui Liu, Yilei Shi, Xiao Xiang Zhu, Lorenzo Bruzzone:
Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images. IEEE Trans. Image Process. 31: 678-690 (2022) - [c193]Gyri Reiersen, David Dao, Björn Lütjens, Konstantin Klemmer, Kenza Amara, Attila Steinegger, Ce Zhang, Xiaoxiang Zhu:
ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery. AAAI 2022: 12119-12125 - [c192]Chenying Liu, Conrad M. Albrecht, Yi Wang, Xiao Xiang Zhu:
Peaks Fusion assisted Early-stopping Strategy for Overhead Imagery Segmentation with Noisy Labels. IEEE Big Data 2022: 4842-4847 - [c191]Yi Wang, Chenying Liu, Arti Tiwari, Micha Silver, Arnon Karnieli, Xiao Xiang Zhu, Conrad M. Albrecht:
Deep Semantic Model Fusion for Ancient Agricultural Terrace Detection. IEEE Big Data 2022: 4888-4892 - [c190]Fahong Zhang, Yilei Shi, Qingsong Xu, Zhitong Xiong, Wei Yao, Xiao Xiang Zhu:
On the Generalization of the Semantic Segmentation Model for Landslide Detection. CDCEO@IJCAI 2022: 96-100 - [c189]Patrick Damme, Marius Birkenbach, Constantinos Bitsakos, Matthias Boehm, Philippe Bonnet, Florina M. Ciorba, Mark Dokter, Pawel Dowgiallo, Ahmed Eleliemy, Christian Faerber, Georgios I. Goumas, Dirk Habich, Niclas Hedam, Marlies Hofer, Wenjun Huang, Kevin Innerebner, Vasileios Karakostas, Roman Kern, Tomaz Kosar, Alexander Krause, Daniel Krems, Andreas Laber, Wolfgang Lehner, Eric Mier, Marcus Paradies, Bernhard Peischl, Gabrielle Poerwawinata, Stratos Psomadakis, Tilmann Rabl, Piotr Ratuszniak, Pedro Silva, Nikolai Skuppin, Andreas Starzacher, Benjamin Steinwender, Ilin Tolovski, Pinar Tözün, Wojciech Ulatowski, Yuanyuan Wang, Izajasz P. Wrosz, Ales Zamuda, Ce Zhang, Xiaoxiang Zhu:
DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines. CIDR 2022 - [c188]Samyo Rode-Hasinger, Anna M. Kruspe, Xiao Xiang Zhu:
True or False? Detecting False Information on Social Media Using Graph Neural Networks. W-NUT@COLING 2022: 222-229 - [c187]Codrut-Andrei Diaconu, Sudipan Saha, Stephan Günnemann, Xiao Xiang Zhu:
Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model. CVPR Workshops 2022: 1361-1370 - [c186]Aysim Toker, Lukas Kondmann, Mark Weber, Marvin Eisenberger, Andrés Camero, Jingliang Hu, Ariadna Pregel Hoderlein, Çaglar Senaras, Timothy Davis, Daniel Cremers, Giovanni Marchisio, Xiao Xiang Zhu, Laura Leal-Taixé:
DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation. CVPR 2022: 21126-21135 - [c185]Sudipan Saha, Shan Zhao, Nasrullah Sheikh, Xiao Xiang Zhu:
Reiterative Domain Aware Multi-target Adaptation. GCPR 2022: 68-84 - [c184]Zhitong Xiong, Haopeng Li, Xiao Xiang Zhu:
Doubly Deformable Aggregation of Covariance Matrices for Few-Shot Segmentation. ECCV (20) 2022: 133-150 - [c183]Yao Sun, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu:
Bounding Box Regression Network for Building Height Retrieval Using a Single SAR Image. IGARSS 2022: 56-59 - [c182]Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu:
Self-Supervised Vision Transformers for Joint SAR-Optical Representation Learning. IGARSS 2022: 139-142 - [c181]Qingyu Li, Yilei Shi, Xiao Xiang Zhu:
Feature and Output Consistency Training for Semi-Supervised Building Footprint Generation. IGARSS 2022: 171-174 - [c180]Christoph Koller, Muhammad Shahrad, Xiao Xiang Zhu:
Uncertainty-Guided Representation Learning in Local Climate Zone Classification. IGARSS 2022: 183-186 - [c179]Fan Fan, Yilei Shi, Xiao Xiang Zhu:
Earth Observation Data Classification with Quantum-Classical Convolutional Neural Network. IGARSS 2022: 191-194 - [c178]Sol Cummings, Lukas Kondmann, Xiao Xiang Zhu:
Siamese Attention U-Net for Multi-Class Change Detection. IGARSS 2022: 211-214 - [c177]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Change-Aware Visual Question Answering. IGARSS 2022: 227-230 - [c176]Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu:
Self Supervised Learning for Few Shot Hyperspectral Image Classification. IGARSS 2022: 267-270 - [c175]Jonas Gütter, Julia Niebling, Xiao Xiang Zhu:
Analysing the Interactions Between Training Dataset Size, Label Noise and Model Performance in Remote Sensing Data. IGARSS 2022: 303-306 - [c174]Fahong Zhang, Yilei Shi, Xiao Xiang Zhu:
Domain-Agnostic Domain Adaption for Building Footprint Extraction. IGARSS 2022: 318-321 - [c173]Kun Qian, Yuanyuan Wang, Peter Jung, Yilei Shi, Xiaoxiang Zhu:
Complex-Valued Sparse Long Short-Term Memory Unit with Application to Super-Resolving SAR Tomography. IGARSS 2022: 591-594 - [c172]Jakob Gawlikowski, Sudipan Saha, Julia Niebling, Xiao Xiang Zhu:
Robust Distribution-Shift Aware Sar-Optical data Fusion for Multi-Label Scene Classification. IGARSS 2022: 911-914 - [c171]Sudipan Saha, Shan Zhao, Muhammad Shahzad, Xiao Xiang Zhu:
Mitigating Distribution Shift for Multi-Sensor Classification. IGARSS 2022: 1201-1204 - [c170]Sudipan Saha, Jakob Gawlikowski, Jay Nandy, Xiao Xiang Zhu:
Compact Feature Representation for Unsupervised Ood Detection. IGARSS 2022: 3143-3146 - [c169]Ariadna Pregel Hoderlein, Lukas Kondmann, Xiao Xiang Zhu:
Comparative Analysis of Nitrogen Dioxide (NO2) Levels in Munich Using Sentinel-5P Atmospheric Products and Ground-Based Measurements. IGARSS 2022: 4050-4053 - [c168]Konrad Heidler, Lichao Mou, Erik Loebel, Mirko Scheinert, Sébastien Lefèvre, Xiao Xiang Zhu:
Deep Active Contour Models for Delineating Glacier Calving Fronts. IGARSS 2022: 4490-4493 - [c167]Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu:
Explainability Analysis of CNN in Detection of Volcanic Deformation Signal. IGARSS 2022: 4851-4854 - [c166]Dário A. B. Oliveira, Jorge Guevara Diaz, Bianca Zadrozny, Campbell D. Watson, Xiao Xiang Zhu:
Controlling Weather Field Synthesis Using Variational Autoencoders. IGARSS 2022: 5027-5030 - [c165]Qingsong Xu, Yilei Shi, Xiaoxiang Zhu:
Universal Domain Adaptation without Source Data for Remote Sensing Image Scene Classification. IGARSS 2022: 5341-5344 - [c164]Zhitong Xiong, Xiao Xiang Zhu:
Knowledge Transfer for Label-Efficient Monocular Height Estimation. IGARSS 2022: 5377-5380 - [c163]Patrick Ebel, Yajin Xu, Michael Schmitt, Xiao Xiang Zhu:
Multi-Sensor Time Series Cloud Removal Fusing Optical and SAR Satellite Information. IGARSS 2022: 5381-5384 - [c162]Qian Song, Conrad M. Albrecht, Zhitong Xiong, Xiao Xiang Zhu:
Towards Global Forest Biomass Estimators from Tree Height Data. IGARSS 2022: 5652-5655 - [c161]Nikolai Skuppin, Eike Jens Hoffmann, Yilei Shi, Xiao Xiang Zhu:
Building Type Classification with Incomplete Labels. IGARSS 2022: 5844-5847 - [c160]Conrad M. Albrecht, Chenying Liu, Yi Wang, Levente J. Klein, Xiao Xiang Zhu:
Monitoring Urban Forests from Auto-Generated Segmentation MAPS. IGARSS 2022: 5977-5980 - [i105]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
Landscape of Neural Architecture Search across sensors: how much do they differ ? CoRR abs/2201.06321 (2022) - [i104]Zhitong Xiong, Sining Chen, Yilei Shi, Xiao Xiang Zhu:
Disentangled Latent Transformer for Interpretable Monocular Height Estimation. CoRR abs/2201.06357 (2022) - [i103]Patrick Ebel, Yajin Xu, Michael Schmitt, Xiaoxiang Zhu:
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal. CoRR abs/2201.09613 (2022) - [i102]Gyri Reiersen, David Dao, Björn Lütjens, Konstantin Klemmer, Kenza Amara, Attila Steinegger, Ce Zhang, Xiaoxiang Zhu:
ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery. CoRR abs/2201.11192 (2022) - [i101]Eike Jens Hoffmann, Karam Abdulahhad, Xiao Xiang Zhu:
Using Social Media Images for Building Function Classification. CoRR abs/2202.07315 (2022) - [i100]Aysim Toker, Lukas Kondmann, Mark Weber, Marvin Eisenberger, Andrés Camero, Jingliang Hu, Ariadna Pregel Hoderlein, Çaglar Senaras, Timothy Davis, Daniel Cremers, Giovanni Marchisio, Xiao Xiang Zhu, Laura Leal-Taixé:
DynamicEarthNet: Daily Multi-Spectral Satellite Dataset for Semantic Change Segmentation. CoRR abs/2203.12560 (2022) - [i99]Yi Wang, Conrad M. Albrecht, Xiao Xiang Zhu:
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning. CoRR abs/2204.05381 (2022) - [i98]Sugandha Doda, Yuanyuan Wang, Matthias Kahl, Eike Jens Hoffmann, Hannes Taubenböck, Xiao Xiang Zhu:
So2Sat POP - A Curated Benchmark Data Set for Population Estimation from Space on a Continental Scale. CoRR abs/2204.08524 (2022) - [i97]Zhenghang Yuan, Lichao Mou, Qi Wang, Xiao Xiang Zhu:
From Easy to Hard: Learning Language-guided Curriculum for Visual Question Answering on Remote Sensing Data. CoRR abs/2205.03147 (2022) - [i96]Qingyu Li, Yilei Shi, Xiao Xiang Zhu:
Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training. CoRR abs/2205.08416 (2022) - [i95]Christoph Koller, Göran Kauermann, Xiao Xiang Zhu:
Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance? CoRR abs/2205.15265 (2022) - [i94]Fang Xu, Yilei Shi, Patrick Ebel, Lei Yu, Gui-Song Xia, Wen Yang, Xiao Xiang Zhu:
Exploring the Potential of SAR Data for Cloud Removal in Optical Satellite Imagery. CoRR abs/2206.02850 (2022) - [i93]Conrad M. Albrecht, Chenying Liu, Yi Wang, Levente J. Klein, Xiao Xiang Zhu:
Monitoring Urban Forests from Auto-Generated Segmentation Maps. CoRR abs/2206.06948 (2022) - [i92]Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu:
Self Supervised Learning for Few Shot Hyperspectral Image Classification. CoRR abs/2206.12117 (2022) - [i91]Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Lichao Mou, Xiao Xiang Zhu:
Self-supervised Learning in Remote Sensing: A Review. CoRR abs/2206.13188 (2022) - [i90]Zhitong Xiong, Haopeng Li, Xiao Xiang Zhu:
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation. CoRR abs/2208.00306 (2022) - [i89]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
HPO: We won't get fooled again. CoRR abs/2208.03320 (2022) - [i88]Xin-Yi Tong, Gui-Song Xia, Xiao Xiang Zhu:
Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery. CoRR abs/2209.00727 (2022) - [i87]Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, Junjue Wang, Yanfei Zhong, Dong Zhao, Qi Zang, Shuang Wang, Fahong Zhang, Yilei Shi, Xiao Xiang Zhu, Lin Bai, Weile Li, Weihang Peng, Pedram Ghamisi:
The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery. CoRR abs/2209.02556 (2022) - [i86]Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu:
FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification. CoRR abs/2209.11316 (2022) - [i85]Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu:
Anomaly Detection in Aerial Videos with Transformers. CoRR abs/2209.13363 (2022) - [i84]Zhitong Xiong, Fahong Zhang, Yi Wang, Yilei Shi, Xiao Xiang Zhu:
EarthNets: Empowering AI in Earth Observation. CoRR abs/2210.04936 (2022) - [i83]Ivica Obadic, Ribana Roscher, Dário Augusto Borges Oliveira, Xiao Xiang Zhu:
Exploring Self-Attention for Crop-type Classification Explainability. CoRR abs/2210.13167 (2022) - [i82]Xiao Xiang Zhu, Yuanyuan Wang, Mrinalini Kochupillai, Martin Werner, Matthias Häberle, Eike Jens Hoffmann, Hannes Taubenböck, Devis Tuia, Alex Levering, Nathan Jacobs, Anna M. Kruspe, Karam Abdulahhad:
Geo-Information Harvesting from Social Media Data. CoRR abs/2211.00543 (2022) - [i81]Yi Wang, Nassim Ait Ali Braham, Zhitong Xiong, Chenying Liu, Conrad M. Albrecht, Xiao Xiang Zhu:
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation. CoRR abs/2211.07044 (2022) - 2021
- [j104]Sudipan Saha, Lichao Mou, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone:
Semisupervised Change Detection Using Graph Convolutional Network. IEEE Geosci. Remote. Sens. Lett. 18(4): 607-611 (2021) - [j103]Yang Long, Gui-Song Xia, Shengyang Li, Wen Yang, Michael Ying Yang, Xiao Xiang Zhu, Liangpei Zhang, Deren Li:
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances, and Million-AID. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14: 4205-4230 (2021) - [j102]Sudipan Saha, Lukas Kondmann, Qian Song, Xiao Xiang Zhu:
Change Detection in Hyperdimensional Images Using Untrained Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14: 11029-11041 (2021) - [j101]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu:
Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction. IEEE Trans. Cybern. 51(7): 3602-3615 (2021) - [j100]Nan Ge, Richard Bamler, Danfeng Hong, Xiao Xiang Zhu:
Single-Look Multi-Master SAR Tomography: An Introduction. IEEE Trans. Geosci. Remote. Sens. 59(3): 2132-2154 (2021) - [j99]Jianzhe Lin, Tianze Yu, Lichao Mou, Xiaoxiang Zhu, Rabab Kreidieh Ward, Z. Jane Wang:
Unifying Top-Down Views by Task-Specific Domain Adaptation. IEEE Trans. Geosci. Remote. Sens. 59(6): 4689-4702 (2021) - [j98]Yuanyuan Wang, Xiao Xiang Zhu:
SAR Tomography via Nonlinear Blind Scatterer Separation. IEEE Trans. Geosci. Remote. Sens. 59(7): 5751-5763 (2021) - [j97]Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiao Xiang Zhu:
Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. IEEE Trans. Geosci. Remote. Sens. 59(7): 5866-5878 (2021) - [j96]Jianzhe Lin, Lichao Mou, Xiao Xiang Zhu, Xiangyang Ji, Z. Jane Wang:
Attention-Aware Pseudo-3-D Convolutional Neural Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 59(9): 7790-7802 (2021) - [j95]Rong Liu, Xiaoxiang Zhu:
Endmember Bundle Extraction Based on Multiobjective Optimization. IEEE Trans. Geosci. Remote. Sens. 59(10): 8630-8645 (2021) - [j94]Xin Huang, Shuang Li, Jiayi Li, Xiuping Jia, Jun Li, Xiao Xiang Zhu, Jón Atli Benediktsson:
A Multispectral and Multiangle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images Over Urban Areas. IEEE Trans. Geosci. Remote. Sens. 59(12): 10266-10285 (2021) - [j93]Yun Cao, Yuebin Wang, Junhuan Peng, Chunping Qiu, Lei Ding, Xiao Xiang Zhu:
SDFL-FC: Semisupervised Deep Feature Learning With Feature Consistency for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 59(12): 10488-10502 (2021) - [c159]Anna M. Kruspe, Matthias Häberle, Eike Jens Hoffmann, Samyo Rode-Hasinger, Karam Abdulahhad, Xiao Xiang Zhu:
Changes in Twitter geolocations: Insights and suggestions for future usage. W-NUT 2021: 212-221 - [c158]René Traoré, Andrés Camero, Xiaoxiang Zhu:
Compact Neural Architecture Search for Local Climate Zones Classification. ESANN 2021 - [c157]Nouman Ahmed, Sudipan Saha, Muhammad Shahzad, Muhammad Moazam Fraz, Xiao Xiang Zhu:
Progressive Unsupervised Deep Transfer Learning for Forest Mapping in Satellite Image. ICCVW 2021: 752-761 - [c156]Xiao Xiang Zhu:
Whats Next in AI4EO? IGARSS 2021: 1157-1160 - [c155]Sining Chen, Lichao Mou, Qingyu Li, Yao Sun, Xiao Xiang Zhu:
Mask-Height R-CNN: An End-to-End Network for 3D Building Reconstruction from Monocular Remote Sensing Imagery. IGARSS 2021: 1202-1205 - [c154]Danfeng Hong, Jocelyn Chanussot, Xiao Xiang Zhu:
An Overview of Multimodal Remote Sensing Data Fusion: From Image to Feature, From Shallow to Deep. IGARSS 2021: 1245-1248 - [c153]Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu:
Trusting Small Training Dataset for Supervised Change Detection. IGARSS 2021: 2031-2034 - [c152]Eike Jens Hoffmann, Mohsin Ali, Xiao Xiang Zhu:
Zooming into Uncertainties: Towards Fusing Multi Zoom Level Imagery for Urban Land Use Segmentation. IGARSS 2021: 2090-2093 - [c151]Jonas Gütter, Anna M. Kruspe, Xiao Xiang Zhu:
An OpenStreetMap-Based Dataset of Building Footprints for Analysing Different Types of Label Noise. IGARSS 2021: 2321-2324 - [c150]Qingyu Li, Stefano Zorzi, Yilei Shi, Friedrich Fraundorfer, Xiao Xiang Zhu:
End-to-End Semantic Segmentation and Boundary Regularization of Buildings from Satellite Imagery. IGARSS 2021: 2508-2511 - [c149]Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu:
Internal Learning for Sequence-to-Sequence Cloud Removal via Synthetic Aperture Radar Prior Information. IGARSS 2021: 2691-2694 - [c148]Cong Luo, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Improving Land Cover Classification with a Shift-Invariant Center-Focusing Convolutional Neural Network. IGARSS 2021: 2863-2866 - [c147]Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu:
Generation of Large Scale 3-D City Models Using Insar and Optical Data. IGARSS 2021: 2931-2934 - [c146]Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu:
Self-Paced Curriculum Learning for Visual Question Answering on Remote Sensing Data. IGARSS 2021: 2999-3002 - [c145]Konrad Heidler, Lichao Mou, Xiao Xiang Zhu:
Seeing the Bigger Picture: Enabling Large Context Windows in Neural Networks by Combining Multiple Zoom Levels. IGARSS 2021: 3033-3036 - [c144]Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu:
Hed-Unet: A Multi-Scale Framework for Simultaneous Segmentation and Edge Detection. IGARSS 2021: 3037-3040 - [c143]Jonathan Prexl, Sudipan Saha, Xiao Xiang Zhu:
Mitigating Spatial and Spectral Differences for Change Detection Using Super-Resolution and Unsupervised Learning. IGARSS 2021: 3113-3116 - [c142]Homa Ansari, Marc Rußwurm, Mohsin Ali, Sina Montazeri, Alessandro Parizzi, Xiao Xiang Zhu:
InSAR Displacement Time Series Mining: A Machine Learning Approach. IGARSS 2021: 3301-3304 - [c141]Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Conditional GIS-Aware Network for Individual Building Segmentation in a VHR SAR Image. IGARSS 2021: 4532-4535 - [c140]Kun Qian, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu:
Super-Resolving Sar Tomography Using Deep Learning. IGARSS 2021: 4810-4813 - [c139]Yuanyuan Wang, Kun Qian, Xiao Xiang Zhu:
Efficient SAR Tomographic Inversion via Sparse Bayesian Learning. IGARSS 2021: 4830-4832 - [c138]Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu:
Unconstrained Aerial Scene Recognition with Deep Neural Networks and a New Dataset. IGARSS 2021: 4948-4951 - [c137]Lukas Kondmann, Hannes Taubenböck, Xiao Xiang Zhu:
Blinded by the Light: Monitoring Local Economic Development Over Time With Nightlight Emissions. IGARSS 2021: 5708-5711 - [c136]Pu Jin, Lichao Mou, Yuansheng Hua, Gui-Song Xia, Xiao Xiang Zhu:
Temporal Relations Matter: A Two-Pathway Network for Aerial Video Recognition. IGARSS 2021: 8221-8224 - [c135]Pu Jin, Lichao Mou, Gui-Song Xia, Xiao Xiang Zhu:
Anomaly Detection in Aerial Videos Via Future Frame Prediction Networks. IGARSS 2021: 8237-8240 - [c134]Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu:
Towards Out-of-Distribution Detection for Remote Sensing. IGARSS 2021: 8676-8679 - [c133]Lukas Kondmann, Aysim Toker, Marc Rußwurm, Andrés Camero, Devis Peressutti, Grega Milcinski, Pierre-Philippe Mathieu, Nicolas Longépé, Timothy Davis, Giovanni Marchisio, Laura Leal-Taixé, Xiaoxiang Zhu:
DENETHOR: The DynamicEarthNET dataset for Harmonized, inter-Operable, analysis-Ready, daily crop monitoring from space. NeurIPS Datasets and Benchmarks 2021 - [c132]Sudipan Saha, Lichao Mou, Muhammad Shahzad, Xiao Xiang Zhu:
Segmentation of VHR EO Images using Unsupervised Learning. MACLEAN@PKDD/ECML 2021 - [d2]Konrad Heidler, Pu Jin, Lichao Mou, Xiao Xiang Zhu:
SoundingEarth Dataset. Zenodo, 2021 - [i80]Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia:
Semantic Segmentation of Remote Sensing Images with Sparse Annotations. CoRR abs/2101.03492 (2021) - [i79]Jay Nandy, Sudipan Saha, Wynne Hsu, Mong-Li Lee, Xiao Xiang Zhu:
Adversarially Robust Classifier with Covariate Shift Adaptation. CoRR abs/2102.05096 (2021) - [i78]Danfeng Hong, Wei He, Naoto Yokoya, Jing Yao, Lianru Gao, Liangpei Zhang, Jocelyn Chanussot, Xiao Xiang Zhu:
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing. CoRR abs/2103.01449 (2021) - [i77]Konrad Heidler, Lichao Mou, Celia A. Baumhoer, Andreas J. Dietz, Xiao Xiang Zhu:
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline. CoRR abs/2103.01849 (2021) - [i76]Sudipan Saha, Patrick Ebel, Xiao Xiang Zhu:
Self-supervised Multisensor Change Detection. CoRR abs/2103.05102 (2021) - [i75]Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu:
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification. CoRR abs/2103.08741 (2021) - [i74]Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu:
MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images. CoRR abs/2104.02846 (2021) - [i73]Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls:
Towards a Collective Agenda on AI for Earth Science Data Analysis. CoRR abs/2104.05107 (2021) - [i72]Jakob Gawlikowski, Sudipan Saha, Anna M. Kruspe, Xiao Xiang Zhu:
Out-of-distribution detection in satellite image classification. CoRR abs/2104.05442 (2021) - [i71]Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu:
Trusting small training dataset for supervised change detection. CoRR abs/2104.05443 (2021) - [i70]Yuansheng Hua, Lichao Mou, Jianzhe Lin, Konrad Heidler, Xiao Xiang Zhu:
Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks. CoRR abs/2104.11200 (2021) - [i69]Konstantin Klemmer, Sudipan Saha, Matthias Kahl, Tianlin Xu, Xiao Xiang Zhu:
Generative modeling of spatio-temporal weather patterns with extreme event conditioning. CoRR abs/2104.12469 (2021) - [i68]Jun Li, Zhaocong Wu, Zhongwen Hu, Canliang Jian, Shaojie Luo, Lichao Mou, Xiao Xiang Zhu, Matthieu Molinier:
A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features. CoRR abs/2105.00967 (2021) - [i67]Danfeng Hong, Jingliang Hu, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu:
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model. CoRR abs/2105.10196 (2021) - [i66]Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna M. Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, Muhammad Shahzad, Wen Yang, Richard Bamler, Xiao Xiang Zhu:
A Survey of Uncertainty in Deep Neural Networks. CoRR abs/2107.03342 (2021) - [i65]Gyri Reiersen, David Dao, Björn Lütjens, Konstantin Klemmer, Xiaoxiang Zhu, Ce Zhang:
Tackling the Overestimation of Forest Carbon with Deep Learning and Aerial Imagery. CoRR abs/2107.11320 (2021) - [i64]Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu:
Self-supervised Audiovisual Representation Learning for Remote Sensing Data. CoRR abs/2108.00688 (2021) - [i63]Lukas Kondmann, Xiao Xiang Zhu:
Under the Radar - Auditing Fairness in ML for Humanitarian Mapping. CoRR abs/2108.02137 (2021) - [i62]Sudipan Saha, Lichao Mou, Muhammad Shahzad, Xiao Xiang Zhu:
Segmentation of VHR EO Images using Unsupervised Learning. CoRR abs/2108.04222 (2021) - [i61]Tianze Yu, Jianzhe Lin, Lichao Mou, Yuansheng Hua, Xiaoxiang Zhu, Z. Jane Wang:
SCIDA: Self-Correction Integrated Domain Adaptation from Single- to Multi-label Aerial Images. CoRR abs/2108.06810 (2021) - [i60]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
Lessons from the Clustering Analysis of a Search Space: A Centroid-based Approach to Initializing NAS. CoRR abs/2108.09126 (2021) - [i59]Anna M. Kruspe, Matthias Häberle, Eike Jens Hoffmann, Samyo Rode-Hasinger, Karam Abdulahhad, Xiao Xiang Zhu:
Changes in Twitter geolocations: Insights and suggestions for future usage. CoRR abs/2108.12251 (2021) - [i58]Sudipan Saha, Shan Zhao, Xiao Xiang Zhu:
Reiterative Domain Aware Multi-target Adaptation. CoRR abs/2109.00919 (2021) - [i57]Lukas Kondmann, Aysim Toker, Sudipan Saha, Bernhard Schölkopf, Laura Leal-Taixé, Xiaoxiang Zhu:
Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images. CoRR abs/2110.02068 (2021) - [i56]Fei Zhou, Xin Sun, Junyu Dong, Haoran Zhao, Xiao Xiang Zhu:
SurroundNet: Towards Effective Low-Light Image Enhancement. CoRR abs/2110.05098 (2021) - [i55]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems. CoRR abs/2111.01584 (2021) - [i54]Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu:
A Data-driven Approach to Neural Architecture Search Initialization. CoRR abs/2111.03524 (2021) - [i53]Yao Sun, Lichao Mou, Yuanyuan Wang, Sina Montazeri, Xiao Xiang Zhu:
Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks. CoRR abs/2111.09460 (2021) - [i52]Zhenghang Yuan, Lichao Mou, Zhitong Xiong, Xiaoxiang Zhu:
Change Detection Meets Visual Question Answering. CoRR abs/2112.06343 (2021) - [i51]Zhitong Xiong, Wei Huang, Jingtao Hu, Yilei Shi, Qi Wang, Xiao Xiang Zhu:
THE Benchmark: Transferable Representation Learning for Monocular Height Estimation. CoRR abs/2112.14985 (2021) - 2020
- [j92]Lina Liu, Lichao Mou, Xiao Xiang Zhu, Mrinal Mandal:
Automatic skin lesion classification based on mid-level feature learning. Comput. Medical Imaging Graph. 84: 101765 (2020) - [j91]Richard Lartey, Weihong Guo, Xiaoxiang Zhu, Claas Grohnfeldt:
Analog Image Modeling for 3D Single Image Super Resolution and Pansharpening. Frontiers Appl. Math. Stat. 6: 22 (2020) - [j90]Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu:
Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data. IEEE Geosci. Remote. Sens. Lett. 17(8): 1470-1474 (2020) - [j89]Chunping Qiu, Lichao Mou, Michael Schmitt, Xiao Xiang Zhu:
Fusing Multiseasonal Sentinel-2 Imagery for Urban Land Cover Classification With Multibranch Residual Convolutional Neural Networks. IEEE Geosci. Remote. Sens. Lett. 17(10): 1787-1791 (2020) - [j88]Qingyu Li, Chunping Qiu, Lei Ma, Michael Schmitt, Xiao Xiang Zhu:
Mapping the Land Cover of Africa at 10 m Resolution from Multi-Source Remote Sensing Data with Google Earth Engine. Remote. Sens. 12(4): 602 (2020) - [j87]Qingyu Li, Yilei Shi, Stefan Auer, Robert Roschlaub, Karin Möst, Michael Schmitt, Clemens Glock, Xiaoxiang Zhu:
Detection of Undocumented Building Constructions from Official Geodata Using a Convolutional Neural Network. Remote. Sens. 12(21): 3537 (2020) - [j86]Lei Ma, Michael Schmitt, Xiaoxiang Zhu:
Uncertainty Analysis of Object-Based Land-Cover Classification Using Sentinel-2 Time-Series Data. Remote. Sens. 12(22): 3798 (2020) - [j85]Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu:
Multilevel Feature Fusion-Based CNN for Local Climate Zone Classification From Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13: 2793-2806 (2020) - [j84]Thomas Stark, Michael Wurm, Xiao Xiang Zhu, Hannes Taubenböck:
Satellite-Based Mapping of Urban Poverty With Transfer-Learned Slum Morphologies. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13: 5251-5263 (2020) - [j83]Lichao Mou, Xiao Xiang Zhu:
Learning to Pay Attention on Spectral Domain: A Spectral Attention Module-Based Convolutional Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 58(1): 110-122 (2020) - [j82]Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu:
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 58(6): 3791-3808 (2020) - [j81]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Relation Network for Multilabel Aerial Image Classification. IEEE Trans. Geosci. Remote. Sens. 58(7): 4558-4572 (2020) - [j80]Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu:
Multipass SAR Interferometry Based on Total Variation Regularized Robust Low Rank Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. 58(8): 5354-5366 (2020) - [j79]Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu:
Building Footprint Generation by Integrating Convolution Neural Network With Feature Pairwise Conditional Random Field (FPCRF). IEEE Trans. Geosci. Remote. Sens. 58(11): 7502-7519 (2020) - [j78]Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
Relation Matters: Relational Context-Aware Fully Convolutional Network for Semantic Segmentation of High-Resolution Aerial Images. IEEE Trans. Geosci. Remote. Sens. 58(11): 7557-7569 (2020) - [j77]Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu:
SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms. IEEE Trans. Geosci. Remote. Sens. 58(11): 8026-8037 (2020) - [j76]Lichao Mou, Xiaoqiang Lu, Xuelong Li, Xiao Xiang Zhu:
Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 58(12): 8246-8257 (2020) - [j75]Sudipan Saha, Lichao Mou, Chunping Qiu, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone:
Unsupervised Deep Joint Segmentation of Multitemporal High-Resolution Images. IEEE Trans. Geosci. Remote. Sens. 58(12): 8780-8792 (2020) - [c131]Saqib Ali Khan, Yilei Shi, Muhammad Shahzad, Xiao Xiang Zhu:
FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds. CVPR Workshops 2020: 778-787 - [c130]Di Hu, Xuhong Li, Lichao Mou, Pu Jin, Dong Chen, Liping Jing, Xiaoxiang Zhu, Dejing Dou:
Cross-Task Transfer for Geotagged Audiovisual Aerial Scene Recognition. ECCV (24) 2020: 68-84 - [c129]Jing Yao, Danfeng Hong, Jocelyn Chanussot, Deyu Meng, Xiaoxiang Zhu, Zongben Xu:
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution. ECCV (29) 2020: 208-224 - [c128]Ruchika Chavhan, Biplab Banerjee, Xiao Xiang Zhu, Subhasis Chaudhuri:
A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning. ICPR 2020: 4918-4925 - [c127]Ying Zhang, Lichao Mau, Daiyin Zhu, Xiao Xiang Zhu:
Vision-Based Scattering Key-Frame Extraction for VideoSAR Summarization. IGARSS 2020: 164-167 - [c126]Yuansheng Hua, Sylvain Lobry, Lichao Mou, Devis Tuia, Xiao Xiang Zhu:
Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings. IGARSS 2020: 525-528 - [c125]Sudipan Saha, Lichao Mou, Chunping Qiu, Xiao Xiang Zhu, Francesca Bovolo, Lorenzo Bruzzone:
A Novel Approach to Unsupervised Segmentation of Multitemporal VHR Images based on Deep Learning. IGARSS 2020: 688-691 - [c124]Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu:
Event and Activity Recognition in Aerial Videos Using Deep Neural Networks and a New Dataset. IGARSS 2020: 952-955 - [c123]Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu:
Instance Segmentation of Buildings Using Keypoints. IGARSS 2020: 1452-1455 - [c122]Danfeng Hong, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu:
Unsupervised Hyperspectral Embedding by Learning a Deep Regression Network. IGARSS 2020: 2049-2052 - [c121]Patrick Ebel, Michael Schmitt, Xiao Xiang Zhu:
Cloud Removal in Unpaired Sentinel-2 Imagery Using Cycle-Consistent GAN and SAR-Optical Data Fusion. IGARSS 2020: 2065-2068 - [c120]Jakob Gawlikowski, Michael Schmitt, Anna M. Kruspe, Xiaoxiang Zhu:
On the Fusion Strategies of Sentinel-1 and Sentinel-2 Data for Local Climate Zone Classification. IGARSS 2020: 2081-2084 - [c119]Yilei Shi, Qinyu Li, Xiao Xiang Zhu:
Building Extraction by Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding. IGARSS 2020: 3509-3512 - [c118]Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia:
ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. IGARSS 2020: 3979-3982 - [c117]Marc Rußwurm, Mohsin Ali, Xiaoxiang Zhu, Yarin Gal, Marco Körner:
Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models. IGARSS 2020: 7025-7028 - [c116]Jianzhe Lin, Lichao Mou, Tianze Yu, Xiaoxiang Zhu, Z. Jane Wang:
Dual Adversarial Network for Unsupervised Ground/Satellite-to-Aerial Scene Adaptation. ACM Multimedia 2020: 10-18 - [d1]Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu:
ERA Dataset. IEEE DataPort, 2020 - [i50]Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu:
ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos. CoRR abs/2001.11394 (2020) - [i49]Chunping Qiu, Michael Schmitt, Christian Geiß, Tzu-Hsin Karen Chen, Xiao Xiang Zhu:
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks. CoRR abs/2001.11935 (2020) - [i48]Qingyu Li, Yilei Shi, Xin Huang, Xiao Xiang Zhu:
Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF). CoRR abs/2002.04600 (2020) - [i47]Michael Schmitt, Jonathan Prexl, Patrick Ebel, Lukas Liebel, Xiao Xiang Zhu:
Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping - Challenges and Opportunities. CoRR abs/2002.08254 (2020) - [i46]Yilei Shi, Richard Bamler, Yuanyuan Wang, Xiao Xiang Zhu:
SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms. CoRR abs/2003.07803 (2020) - [i45]Di Hu, Lichao Mou, Qingzhong Wang, Junyu Gao, Yuansheng Hua, Dejing Dou, Xiao Xiang Zhu:
Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions. CoRR abs/2005.07097 (2020) - [i44]Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu:
Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset. CoRR abs/2005.07983 (2020) - [i43]Di Hu, Xuhong Li, Lichao Mou, Pu Jin, Dong Chen, Liping Jing, Xiaoxiang Zhu, Dejing Dou:
Cross-Task Transfer for Multimodal Aerial Scene Recognition. CoRR abs/2005.08449 (2020) - [i42]Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu:
Instance segmentation of buildings using keypoints. CoRR abs/2006.03858 (2020) - [i41]Xiao Xiang Zhu, Sina Montazeri, Mohsin Ali, Yuansheng Hua, Yuanyuan Wang, Lichao Mou, Yilei Shi, Feng Xu, Richard Bamler:
Deep Learning Meets SAR. CoRR abs/2006.10027 (2020) - [i40]Yang Long, Gui-Song Xia, Shengyang Li, Wen Yang, Michael Ying Yang, Xiao Xiang Zhu, Liangpei Zhang, Deren Li:
DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation. CoRR abs/2006.12485 (2020) - [i39]Danfeng Hong, Naoto Yokoya, Gui-Song Xia, Jocelyn Chanussot, Xiao Xiang Zhu:
X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data. CoRR abs/2006.13806 (2020) - [i38]Jing Yao, Danfeng Hong, Jocelyn Chanussot, Deyu Meng, Xiaoxiang Zhu, Zongben Xu:
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution. CoRR abs/2007.05230 (2020) - [i37]Danfeng Hong, Jing Yao, Xin Wu, Jocelyn Chanussot, Xiao Xiang Zhu:
Spatial-Spectral Manifold Embedding of Hyperspectral Data. CoRR abs/2007.08767 (2020) - [i36]Philipp Sibler, Yuanyuan Wang, Stefan Auer, Mohsin Ali, Xiao Xiang Zhu:
Generative Adversarial Networks for Synthesizing InSAR Patches. CoRR abs/2008.01184 (2020) - [i35]Anna M. Kruspe, Matthias Häberle, Iona Kuhn, Xiao Xiang Zhu:
Cross-language sentiment analysis of European Twitter messages duringthe COVID-19 pandemic. CoRR abs/2008.12172 (2020) - [i34]Patrick Ebel, Andrea Meraner, Michael Schmitt, Xiaoxiang Zhu:
Multi-Sensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. CoRR abs/2009.07683 (2020) - [i33]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu:
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction. CoRR abs/2009.10003 (2020) - [i32]Ruchika Chavhan, Biplab Banerjee, Xiao Xiang Zhu, Subhasis Chaudhuri:
A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning. CoRR abs/2010.01999 (2020) - [i31]Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
CG-Net: Conditional GIS-aware Network for Individual Building Segmentation in VHR SAR Images. CoRR abs/2011.08362 (2020) - [i30]Chunping Qiu, Lukas Liebel, Lloyd H. Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu:
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification. CoRR abs/2011.11452 (2020) - [i29]Saqib Ali Khan, Yilei Shi, Muhammad Shahzad, Xiao Xiang Zhu:
Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding. CoRR abs/2011.14358 (2020)
2010 – 2019
- 2019
- [j74]Gui-Song Xia, Jin Huang, Nan Xue, Qikai Lu, Xiaoxiang Zhu:
GeoSay: A geometric saliency for extracting buildings in remote sensing images. Comput. Vis. Image Underst. 186: 37-47 (2019) - [j73]Hossein Bagheri, Michael Schmitt, Xiaoxiang Zhu:
Fusion of Multi-Sensor-Derived Heights and OSM-Derived Building Footprints for Urban 3D Reconstruction. ISPRS Int. J. Geo Inf. 8(4): 193 (2019) - [j72]Yilei Shi, Qingyu Li, Xiao Xiang Zhu:
Building Footprint Generation Using Improved Generative Adversarial Networks. IEEE Geosci. Remote. Sens. Lett. 16(4): 603-607 (2019) - [j71]Bo Zhang, Meng Zhang, Jian Kang, Danfeng Hong, Jian Xu, Xiaoxiang Zhu:
Estimation of PMx Concentrations from Landsat 8 OLI Images Based on a Multilayer Perceptron Neural Network. Remote. Sens. 11(6): 646 (2019) - [j70]Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Xiang Zhu:
A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion. Remote. Sens. 11(6): 681 (2019) - [j69]Eike Jens Hoffmann, Yuanyuan Wang, Martin Werner, Jian Kang, Xiao Xiang Zhu:
Model Fusion for Building Type Classification from Aerial and Street View Images. Remote. Sens. 11(11): 1259 (2019) - [j68]Christian Geiß, Tobias Leichtle, Michael Wurm, Patrick Aravena Pelizari, Ines Standfuß, Xiao Xiang Zhu, Emily So, Stefan Siedentop, Thomas Esch, Hannes Taubenböck:
Large-Area Characterization of Urban Morphology - Mapping of Built-Up Height and Density Using TanDEM-X and Sentinel-2 Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12(8): 2912-2927 (2019) - [j67]Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu:
Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery. IEEE Trans. Geosci. Remote. Sens. 57(2): 924-935 (2019) - [j66]Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu:
Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks. IEEE Trans. Geosci. Remote. Sens. 57(2): 1100-1116 (2019) - [j65]Yilei Shi, Xiao Xiang Zhu, Richard Bamler:
Nonlocal Compressive Sensing-Based SAR Tomography. IEEE Trans. Geosci. Remote. Sens. 57(5): 3015-3024 (2019) - [j64]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu:
CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences. IEEE Trans. Geosci. Remote. Sens. 57(7): 4349-4359 (2019) - [j63]Qingpeng Li, Lichao Mou, Qizhi Xu, Yun Zhang, Xiao Xiang Zhu:
R3-Net: A Deep Network for Multioriented Vehicle Detection in Aerial Images and Videos. IEEE Trans. Geosci. Remote. Sens. 57(7): 5028-5042 (2019) - [j62]Nan Ge, Xiao Xiang Zhu:
Bistatic-Like Differential SAR Tomography. IEEE Trans. Geosci. Remote. Sens. 57(8): 5883-5893 (2019) - [j61]Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu:
Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones. IEEE Trans. Geosci. Remote. Sens. 57(10): 7623-7642 (2019) - [j60]Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu:
MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data. IEEE Trans. Geosci. Remote. Sens. 57(11): 9025-9040 (2019) - [j59]Benben Jiang, Xiaoxiang Zhu:
Latent variable modeling approach for fault detection and identification of process correlations. Trans. Inst. Meas. Control 41(6): 1740-1749 (2019) - [j58]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu:
An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. IEEE Trans. Image Process. 28(4): 1923-1938 (2019) - [j57]Tobias Leichtle, Tobia Lakes, Xiao Xiang Zhu, Hannes Taubenböck:
Has Dongying developed to a ghost city? - Evidence from multi-temporal population estimation based on VHR remote sensing and census counts. Comput. Environ. Urban Syst. 78 (2019) - [c115]Lina Liu, Lichao Mou, Xiao Xiang Zhu, Mrinal Mandal:
Skin Lesion Segmentation Based on Improved U-net. CCECE 2019: 1-4 - [c114]Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes. CVPR 2019: 12416-12425 - [c113]Sina Montazeri, Fernando Rodríguez González, Xiao Xiang Zhu:
Mitigation of Positioning Bias in PSI Point Clouds. IGARSS 2019: 186-189 - [c112]Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Uta Heiden, Wieke Heldens, Xiao Xiang Zhu:
WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery. IGARSS 2019: 373-376 - [c111]Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu:
Mutual Information Analysis of Social Media Images and Building Functions. IGARSS 2019: 859-862 - [c110]Yao Sun, Yuanyuan Wang, Xiao Xiang Zhu:
Automatic Registration of SAR Image and GIS Building Footprints Data in Dense Urban Area. IGARSS 2019: 927-930 - [c109]Scott Hensley, Brian P. Hawkins, Thierry Michel, Ronald Muellerschoen, Xiaoxiang Zhu, Andreas Reigber, Gustavo Daniel Martín del Campo:
Uavsar Tomography of Munich. IGARSS 2019: 1140-1143 - [c108]Jingliang Hu, Danfeng Hong, Yuanyuan Wang, Xiao Xiang Zhu:
A Topological Data Analysis Guided Fusion Algorithm: Mapper-Regularized Manifold Alignment. IGARSS 2019: 2822-2825 - [c107]Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu:
Fusing Multi-Seasonal Sentinel-2 Images with Residual Convolutional Neural Networks for Local Climate Zone-Derived Urban Land Cover Classification. IGARSS 2019: 5037-5040 - [c106]Yilei Shi, Qingyu Li, Xiaoxiang Zhu:
Building Footprint Extraction with Graph Convolutional Network. IGARSS 2019: 5136-5139 - [c105]Yilei Shi, Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler:
Non-Local SAR Tomography for Large-Scale Urban Mapping. IGARSS 2019: 5197-5200 - [c104]Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
Spatial Relational Reasoning in Networks for Improving Semantic Segmentation of Aerial Images. IGARSS 2019: 5232-5235 - [c103]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Label Relation Inference for Multi-Label Aerial Image Classification. IGARSS 2019: 5244-5247 - [c102]Yuanyuan Wang, Xiao Xiang Zhu:
The Challenge of Creating The Sarptical Dataset. IGARSS 2019: 5714-5717 - [c101]Matthias Häberle, Martin Werner, Xiao Xiang Zhu:
Building Type Classification from Social Media Texts via Geo-Spatial Textmining. IGARSS 2019: 10047-10050 - [c100]Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu:
Towards the Reconstruction of Prismatic Building Models by SAR-Optical Stereogrammetry. JURSE 2019: 1-4 - [c99]Eike Jens Hoffmann, Martin Werner, Xiao Xiang Zhu:
Building Instance Classification using Social Media Images. JURSE 2019: 1-4 - [c98]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Multi-label Aerial Image Classification using A Bidirectional Class-wise Attention Network. JURSE 2019: 1-4 - [c97]Chunping Qiu, Michael Schmitt, Hannes Taubenböck, Xiao Xiang Zhu:
Mapping Human Settlements with Multi-seasonal Sentinel-2 Imagery and Attention-based ResNeXt. JURSE 2019: 1-4 - [c96]Yilei Shi, Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler:
Large-Scale Urban Mapping using Small Stack Multi-baseline TanDEM-X Interferograms. JURSE 2019: 1-4 - [c95]Yilei Shi, Qingyu Li, Xiao Xiang Zhu:
BFGAN - building footprint extraction from satellite images. JURSE 2019: 1-4 - [c94]Thomas Stark, Michael Wurm, Hannes Taubenböck, Xiao Xiang Zhu:
Slum Mapping in Imbalanced Remote Sensing Datasets Using Transfer Learned Deep Features. JURSE 2019: 1-4 - [c93]Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Large-scale Building Height Estimation from Single VHR SAR image Using Fully Convolutional Network and GIS building footprints. JURSE 2019: 1-4 - [i28]Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu:
Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification. CoRR abs/1901.02838 (2019) - [i27]Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu:
A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes. CoRR abs/1904.05730 (2019) - [i26]Guichen Zhang, Pedram Ghamisi, Xiao Xiang Zhu:
Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones. CoRR abs/1905.12305 (2019) - [i25]Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu:
MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data. CoRR abs/1906.05512 (2019) - [i24]Michael Schmitt, Lloyd Haydn Hughes, Chunping Qiu, Xiao Xiang Zhu:
SEN12MS - A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion. CoRR abs/1906.07789 (2019) - [i23]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Relation Network for Multi-label Aerial Image Classification. CoRR abs/1907.07274 (2019) - [i22]Yuxing Xie, Jiaojiao Tian, Xiao Xiang Zhu:
A Review of Point Cloud Semantic Segmentation. CoRR abs/1908.08854 (2019) - [i21]Yilei Shi, Qingyu Li, Xiao Xiang Zhu:
Building Segmentation through a Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding. CoRR abs/1911.03165 (2019) - [i20]Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu:
Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data. CoRR abs/1912.08837 (2019) - [i19]Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu:
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. CoRR abs/1912.08847 (2019) - [i18]Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, Lloyd H. Hughes, Hao Li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang:
So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification. CoRR abs/1912.12171 (2019) - 2018
- [j56]Hannes Taubenböck, Jeroen Staab, Xiao Xiang Zhu, Christian Geiß, Stefan W. Dech, Michael Wurm:
Are the Poor Digitally Left Behind? Indications of Urban Divides Based on Remote Sensing and Twitter Data. ISPRS Int. J. Geo Inf. 7(8): 304 (2018) - [j55]Jingliang Hu, Pedram Ghamisi, Xiao Xiang Zhu:
Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification. ISPRS Int. J. Geo Inf. 7(9): 379 (2018) - [j54]Danfeng Hong, Xiao Xiang Zhu:
SULoRA: Subspace Unmixing With Low-Rank Attribute Embedding for Hyperspectral Data Analysis. IEEE J. Sel. Top. Signal Process. 12(6): 1351-1363 (2018) - [j53]Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu:
Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN. IEEE Geosci. Remote. Sens. Lett. 15(5): 784-788 (2018) - [j52]Haobo Lyu, Hui Lu, Lichao Mou, Wenyu Li, Jonathon S. Wright, Xuecao Li, Xinlu Li, Xiao Xiang Zhu, Jie Wang, Le Yu, Peng Gong:
Long-Term Annual Mapping of Four Cities on Different Continents by Applying a Deep Information Learning Method to Landsat Data. Remote. Sens. 10(3): 471 (2018) - [j51]Xiao Xiang Zhu, Yuanyuan Wang, Sina Montazeri, Nan Ge:
A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data. Remote. Sens. 10(9): 1374 (2018) - [j50]Sina Montazeri, Fernando Rodríguez González, Xiao Xiang Zhu:
Geocoding Error Correction for InSAR Point Clouds. Remote. Sens. 10(10): 1523 (2018) - [j49]Lloyd Haydn Hughes, Michael Schmitt, Xiao Xiang Zhu:
Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks. Remote. Sens. 10(10): 1552 (2018) - [j48]Chunping Qiu, Michael Schmitt, Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu:
Feature Importance Analysis for Local Climate Zone Classification Using a Residual Convolutional Neural Network with Multi-Source Datasets. Remote. Sens. 10(10): 1572 (2018) - [j47]Hao Li, Pedram Ghamisi, Uwe Soergel, Xiao Xiang Zhu:
Hyperspectral and LiDAR Fusion Using Deep Three-Stream Convolutional Neural Networks. Remote. Sens. 10(10): 1649 (2018) - [j46]Nan Ge, Fernando Rodríguez González, Yuanyuan Wang, Yilei Shi, Xiao Xiang Zhu:
Spaceborne Staring Spotlight SAR Tomography - A First Demonstration With TerraSAR-X. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(10): 3743-3756 (2018) - [j45]Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu:
Fusion of Urban TanDEM-X Raw DEMs Using Variational Models. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(12): 4761-4774 (2018) - [j44]Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu:
Unsupervised Spectral-Spatial Feature Learning via Deep Residual Conv-Deconv Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 56(1): 391-406 (2018) - [j43]Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu:
Corrections to "Deep Recurrent Neural Networks for Hyperspectral Image Classification". IEEE Trans. Geosci. Remote. Sens. 56(2): 1214-1215 (2018) - [j42]Sina Montazeri, Christoph Gisinger, Michael Eineder, Xiaoxiang Zhu:
Automatic Detection and Positioning of Ground Control Points Using TerraSAR-X Multiaspect Acquisitions. IEEE Trans. Geosci. Remote. Sens. 56(5): 2613-2632 (2018) - [j41]Teng-Yu Ji, Naoto Yokoya, Xiao Xiang Zhu, Ting-Zhu Huang:
Nonlocal Tensor Completion for Multitemporal Remotely Sensed Images' Inpainting. IEEE Trans. Geosci. Remote. Sens. 56(6): 3047-3061 (2018) - [j40]Jian Kang, Yuanyuan Wang, Michael Schmitt, Xiao Xiang Zhu:
Object-Based Multipass InSAR via Robust Low-Rank Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. 56(6): 3062-3077 (2018) - [j39]Francescopaolo Sica, Davide Cozzolino, Xiao Xiang Zhu, Luisa Verdoliva, Giovanni Poggi:
InSAR-BM3D: A Nonlocal Filter for SAR Interferometric Phase Restoration. IEEE Trans. Geosci. Remote. Sens. 56(6): 3456-3467 (2018) - [j38]Yilei Shi, Xiao Xiang Zhu, Wotao Yin, Richard Bamler:
A Fast and Accurate Basis Pursuit Denoising Algorithm With Application to Super-Resolving Tomographic SAR. IEEE Trans. Geosci. Remote. Sens. 56(10): 6148-6158 (2018) - [j37]Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler:
A Nonlocal InSAR Filter for High-Resolution DEM Generation From TanDEM-X Interferograms. IEEE Trans. Geosci. Remote. Sens. 56(11): 6469-6483 (2018) - [j36]Lichao Mou, Xiao Xiang Zhu:
Vehicle Instance Segmentation From Aerial Image and Video Using a Multitask Learning Residual Fully Convolutional Network. IEEE Trans. Geosci. Remote. Sens. 56(11): 6699-6711 (2018) - [j35]Qingpeng Li, Lichao Mou, Qingjie Liu, Yunhong Wang, Xiao Xiang Zhu:
HSF-Net: Multiscale Deep Feature Embedding for Ship Detection in Optical Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 56(12): 7147-7161 (2018) - [c92]Danfeng Hong, Naoto Yokoya, Jian Xu, Xiaoxiang Zhu:
Joint and Progressive Learning from High-Dimensional Data for Multi-label Classification. ECCV (8) 2018: 478-493 - [c91]Yuanyuan Wang, Jian Kang, Xiao Xiang Zhu:
Fusing Spaceborne SAR Interferometry and Street View Images for 4D Urban Modeling. FUSION 2018: 1601-1606 - [c90]Claas Grohnfeldt, Michael Schmitt, Xiaoxiang Zhu:
A Conditional Generative Adversarial Network to Fuse Sar And Multispectral Optical Data For Cloud Removal From Sentinel-2 Images. IGARSS 2018: 1726-1729 - [c89]Qingpeng Li, Lichao Mou, Kaiyu Jiang, Qingjie Liu, Yunhong Wang, Xiao Xiang Zhu:
Hierarchical Region Based Convolution Neural Network for Multiscale Object Detection in Remote Sensing Images. IGARSS 2018: 4355-4358 - [c88]Lichao Mou, Xiao Xiang Zhu:
A Recurrent Convolutional Neural Network for Land Cover Change Detection in Multispectral Images. IGARSS 2018: 4363-4366 - [c87]Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu:
Extraction of Buildings in VHR SAR Images Using Fully Convolution Neural Networks. IGARSS 2018: 4367-4370 - [c86]Lloyd H. Hughes, Michael Schmitt, Xiao Xiang Zhu:
Generative Adversarial Networks for Hard Negative Mining in CNN-Based SAR-Optical Image Matching. IGARSS 2018: 4391-4394 - [c85]Jingliang Hu, Xiao Xiang Zhu:
Exploring Sentinel-L Data for Local Climate Zone Classification. IGARSS 2018: 4677-4680 - [c84]Chunping Qiu, Michael Schmitt, Pedram Ghamisi, Lichao Mou, Xiao Xiang Zhu:
Feature Importance Analysis of Sentinel-2 Imagery for Large-Scale Urban Local Climate Zone Classification. IGARSS 2018: 4681-4684 - [c83]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
LAHNet: A Convolutional Neural Network Fusing Low- and High-Level Features for Aerial Scene Classification. IGARSS 2018: 4728-4731 - [c82]Yilei Shi, Xiao Xiang Zhu, Richard Bamler:
SAR Tomography Using Non-Local Sparse Reconstruction. IGARSS 2018: 6091-6094 - [c81]Rong Huang, Hannes Taubenböck, Lichao Mou, Xiao Xiang Zhu:
Classification of Settlement Types from Tweets Using LDA and LSTM. IGARSS 2018: 6408-6411 - [c80]Yuanyuan Wang, Xiao Xiang Zhu:
The SARptical Dataset for Joint Analysis of SAR and Optical Image in Dense Urban Area. IGARSS 2018: 6840-6843 - [c79]Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu:
Urban TanDEM-X Raw DEM Fusion Based ON TV-L1 and Huber Models. IGARSS 2018: 7251-7254 - [c78]Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu:
Multi-Pass SAR Interferometry for 3D Reconstruction of Complex Mountainous Areas Based on Robust Low Rank Tensor Decomposition. IGARSS 2018: 8703-8706 - [i17]Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu:
Identifying Corresponding Patches in SAR and Optical Images with a Pseudo-Siamese CNN. CoRR abs/1801.08467 (2018) - [i16]Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu:
Building Instance Classification Using Street View Images. CoRR abs/1802.09026 (2018) - [i15]Lichao Mou, Xiao Xiang Zhu:
IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network. CoRR abs/1802.10249 (2018) - [i14]Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu:
Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery. CoRR abs/1803.02642 (2018) - [i13]Lichao Mou, Xiao Xiang Zhu:
RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images. CoRR abs/1805.02091 (2018) - [i12]Lichao Mou, Xiao Xiang Zhu:
Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network. CoRR abs/1805.10485 (2018) - [i11]Michael Schmitt, Lloyd Haydn Hughes, Xiao Xiang Zhu:
The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion. CoRR abs/1807.01569 (2018) - [i10]Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu:
Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification. CoRR abs/1807.11245 (2018) - [i9]Danfeng Hong, Naoto Yokoya, Jian Xu, Xiaoxiang Zhu:
Joint & Progressive Learning from High-Dimensional Data for Multi-Label Classification. CoRR abs/1808.05110 (2018) - [i8]Qingpeng Li, Lichao Mou, Qizhi Xu, Yun Zhang, Xiao Xiang Zhu:
R3-Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos. CoRR abs/1808.05560 (2018) - [i7]Muhammad Shahzad, Michael Maurer, Friedrich Fraundorfer, Yuanyuan Wang, Xiao Xiang Zhu:
Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks. CoRR abs/1808.06155 (2018) - [i6]Yilei Shi, Qingyu Li, Xiao Xiang Zhu:
Building Footprint Generation Using Improved Generative Adversarial Networks. CoRR abs/1810.11224 (2018) - [i5]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu:
An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. CoRR abs/1810.12000 (2018) - [i4]Yilei Shi, Xiao Xiang Zhu, Richard Bamler:
Non-Local Compressive Sensing Based SAR Tomography. CoRR abs/1811.02046 (2018) - [i3]Gui-Song Xia, Jin Huang, Nan Xue, Qikai Lu, Xiaoxiang Zhu:
GeoSay: A Geometric Saliency for Extracting Buildings in Remote Sensing Images. CoRR abs/1811.02793 (2018) - [i2]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu:
CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences. CoRR abs/1812.11501 (2018) - 2017
- [j34]Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu:
Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10(6): 2960-2975 (2017) - [j33]Pedram Ghamisi, Bernhard Höfle, Xiao Xiang Zhu:
Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10(6): 3011-3024 (2017) - [j32]Lichao Mou, Xiaoxiang Zhu, Maria Vakalopoulou, Konstantinos Karantzalos, Nikos Paragios, Bertrand Le Saux, Gabriele Moser, Devis Tuia:
Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10(8): 3435-3447 (2017) - [j31]Yuanyuan Wang, Xiao Xiang Zhu, Bernhard Zeisl, Marc Pollefeys:
Fusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring. IEEE Trans. Geosci. Remote. Sens. 55(1): 14-26 (2017) - [j30]Naoto Yokoya, Xiao Xiang Zhu, Antonio Plaza:
Multisensor Coupled Spectral Unmixing for Time-Series Analysis. IEEE Trans. Geosci. Remote. Sens. 55(5): 2842-2857 (2017) - [j29]Hui Bi, Bingchen Zhang, Xiaoxiang Zhu, Wen Hong, Jinping Sun, Yirong Wu:
L1-Regularization-Based SAR Imaging and CFAR Detection via Complex Approximated Message Passing. IEEE Trans. Geosci. Remote. Sens. 55(6): 3426-3440 (2017) - [j28]Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu:
Deep Recurrent Neural Networks for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 55(7): 3639-3655 (2017) - [j27]Hui Bi, Bingchen Zhang, Xiao Xiang Zhu, Chenglong Jiang, Wen Hong:
Extended Chirp Scaling-Baseband Azimuth Scaling-Based Azimuth-Range Decouple L1 Regularization for TOPS SAR Imaging via CAMP. IEEE Trans. Geosci. Remote. Sens. 55(7): 3748-3763 (2017) - [j26]Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu:
Robust Object-Based Multipass InSAR Deformation Reconstruction. IEEE Trans. Geosci. Remote. Sens. 55(8): 4239-4251 (2017) - [c77]Yuanyuan Wang, Xiao Xiang Zhu:
Earth Observation Using SAR and Social Media Images. CVPR Workshops 2017: 1580-1588 - [c76]Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu:
Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing. ICIP 2017: 235-239 - [c75]Alexandre Tiard, Laurent Condat, Lucas Drumetz, Jocelyn Chanussot, Wotao Yin, Xiaoxiang Zhu:
Robust linear unmixing with enhanced sparsity. ICIP 2017: 3140-3144 - [c74]Gerald Baier, Cristian Rossi, Marie Lachaise, Xiao Xiang Zhu, Richard Bamler:
Nonlocal InSAR filtering for high resolution DEM generation from TanDEM-X interferograms. IGARSS 2017: 103-106 - [c73]Sina Montazeri, Christoph Gisinger, Xiao Xiang Zhu, Michael Eineder, Richard Bamler:
Automatic positioning of SAR ground control points from multi-aspect TerraSAR-X acquisitions. IGARSS 2017: 961-964 - [c72]Pedram Ghamisi, Behnood Rasti, Xiao Xiang Zhu:
Feature fusion of hyperspectral and lidar data using extinction profiles and total variation. IGARSS 2017: 2621-2624 - [c71]Jingliang Hu, Yuanyuan Wang, Pedram Ghamisi, Xiao Xiang Zhu:
Evaluation of polsar similarity measures with spectral clustering. IGARSS 2017: 3254-3257 - [c70]Hossein Bagheri, Michael Schmitt, Xiao Xiang Zhu:
Fusion of TanDEM-X and Cartosat-1 DEMS using TV-norm regularization and ANN-predicted weights. IGARSS 2017: 3369-3372 - [c69]Yuanyuan Wang, Xiao Xiang Zhu:
Robust blind scatterer separation in multibaseline InSAR. IGARSS 2017: 3810-3813 - [c68]Lichao Mou, Pedram Ghamisi, Xiao Xiang Zhu:
Fully conv-deconv network for unsupervised spectral-spatial feature extraction of hyperspectral imagery via residual learning. IGARSS 2017: 5181-5184 - [c67]Michael Schmitt, Florence Tupin, Xiao Xiang Zhu:
Fusion of SAR and optical remote sensing data - Challenges and recent trends. IGARSS 2017: 5458-5461 - [c66]Chunping Qiu, Michael Schmitt, Xiao Xiang Zhu:
Comparative evaluation of signal-based and descriptor-based similarity measures for SAR-optical image matching. IGARSS 2017: 5462-5465 - [c65]Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu:
Improve multi-baseline InSAR parameter retrieval by semantic information from optical images. IGARSS 2017: 5478-5481 - [c64]Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu:
Identifying corresponding patches in SAR and optical imagery with a convolutional neural network. IGARSS 2017: 5482-5485 - [c63]Jingliang Hu, Lichao Mou, Andreas Schmitt, Xiao Xiang Zhu:
FusioNet: A two-stream convolutional neural network for urban scene classification using PolSAR and hyperspectral data. JURSE 2017: 1-4 - [c62]Martin Klotz, Michael Wurm, Xiaoxiang Zhu, Hannes Taubenböck:
Digital deserts on the ground and from space. JURSE 2017: 1-4 - [c61]Lichao Mou, Michael Schmitt, Yuanyuan Wang, Xiao Xiang Zhu:
A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes. JURSE 2017: 1-4 - [c60]Yao Sun, Muhammad Shahzad, Xiao Xiang Zhu:
Building height estimation in single SAR image using OSM building footprints. JURSE 2017: 1-4 - [i1]Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer:
Deep learning in remote sensing: a review. CoRR abs/1710.03959 (2017) - 2016
- [j25]Michael Schmitt, Xiaoxiang Zhu:
Demonstration of Single-Pass Millimeterwave SAR Tomography for Forest Volumes. IEEE Geosci. Remote. Sens. Lett. 13(2): 202-206 (2016) - [j24]Pedram Ghamisi, Yushi Chen, Xiao Xiang Zhu:
A Self-Improving Convolution Neural Network for the Classification of Hyperspectral Data. IEEE Geosci. Remote. Sens. Lett. 13(10): 1537-1541 (2016) - [j23]Xiangyin Quan, Bingchen Zhang, Xiao Xiang Zhu, Yirong Wu:
Unambiguous SAR Imaging for Nonuniform DPC Sampling: ℓq Regularization Method Using Filter Bank. IEEE Geosci. Remote. Sens. Lett. 13(11): 1596-1600 (2016) - [j22]Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Letícia Rittner, Roberto A. Lotufo, Xiao Xiang Zhu:
Hyperspectral Data Classification Using Extended Extinction Profiles. IEEE Geosci. Remote. Sens. Lett. 13(11): 1641-1645 (2016) - [j21]Xiaoxiang Zhu, Sina Montazeri, Christoph Gisinger, Ramon F. Hanssen, Richard Bamler:
Geodetic SAR Tomography. IEEE Trans. Geosci. Remote. Sens. 54(1): 18-35 (2016) - [j20]Yuanyuan Wang, Xiaoxiang Zhu:
Robust Estimators for Multipass SAR Interferometry. IEEE Trans. Geosci. Remote. Sens. 54(2): 968-980 (2016) - [j19]Muhammad Shahzad, Xiaoxiang Zhu:
Automatic Detection and Reconstruction of 2-D/3-D Building Shapes From Spaceborne TomoSAR Point Clouds. IEEE Trans. Geosci. Remote. Sens. 54(3): 1292-1310 (2016) - [j18]Xiaoxiang Zhu, Claas Grohnfeldt, Richard Bamler:
Exploiting Joint Sparsity for Pansharpening: The J-SparseFI Algorithm. IEEE Trans. Geosci. Remote. Sens. 54(5): 2664-2681 (2016) - [j17]Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Xiao Xiang Zhu, Letícia Rittner, Roberto A. Lotufo:
Extinction Profiles for the Classification of Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 54(10): 5631-5645 (2016) - [j16]Sina Montazeri, Xiaoxiang Zhu, Michael Eineder, Richard Bamler:
Three-Dimensional Deformation Monitoring of Urban Infrastructure by Tomographic SAR Using Multitrack TerraSAR-X Data Stacks. IEEE Trans. Geosci. Remote. Sens. 54(12): 6868-6878 (2016) - [c59]Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu:
Local manifold learning with robust neighbors selection for hyperspectral dimensionality reduction. IGARSS 2016: 40-43 - [c58]Michael Schmitt, Muhammad Shahzad, Xiaoxiang Zhu:
Forest remote sensing on the individual tree level by airborne millimeterwave SAR. IGARSS 2016: 151-154 - [c57]Yuanyuan Wang, Xiao Xiang Zhu:
Robust multibaseline InSAR optimization. IGARSS 2016: 1464-1467 - [c56]Lichao Mou, Xiao Xiang Zhu:
Spatiotemporal scene interpretation of space videos via deep neural network and tracklet analysis. IGARSS 2016: 1823-1826 - [c55]Sina Montazeri, Xiao Xiang Zhu, Ulrich Balss, Christoph Gisinger, Yuanyuan Wang, Michael Eineder, Richard Bamler:
SAR ground control point identification with the aid of high resolution optical data. IGARSS 2016: 3205-3208 - [c54]Pedram Ghamisi, Roberto Souza, Letícia Rittner, Jón Atli Benediktsson, Roberto A. Lotufo, Xiao Xiang Zhu:
Extinction profiles: A novel approach for the analysis of remote sensing data. IGARSS 2016: 5122-5125 - [c53]Jian Kang, Yuanyuan Wang, Marco Körner, Xiao Xiang Zhu:
Object-based InSAR deformation reconstruction with application to bridge monitoring. IGARSS 2016: 6871-6874 - [c52]Gerald Baier, Xiaoxiang Zhu:
GPU-based nonlocal filtering for large scale SAR processing. IGARSS 2016: 7608-7611 - [c51]Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson, Xiao Xiang Zhu, Letícia Rittner, Roberto A. Lotufo:
Extended extinction profile for the classification of hyperspectral images. WHISPERS 2016: 1-4 - [c50]Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu:
The K-LLE algorithm for nonlinear dimensionality ruduction of large-scale hyperspectral data. WHISPERS 2016: 1-5 - [c49]Jingliang Hu, Pedram Ghamisi, Andreas Schmitt, Xiao Xiang Zhu:
Object based fusion of polarimetric SAR and hyperspectral imaging for land use classification. WHISPERS 2016: 1-5 - [c48]Naoto Yokoya, Xiao Xiang Zhu, Antonio Plaza:
Graph-regularized coupled spectral unmixing for multisensor time-series analysis. WHISPERS 2016: 1-5 - 2015
- [j15]Xiaoxiang Zhu, Nan Ge, Muhammad Shahzad:
Joint Sparsity in SAR Tomography for Urban Mapping. IEEE J. Sel. Top. Signal Process. 9(8): 1498-1509 (2015) - [j14]Jakub Bieniarz, Esteban Aguilera, Xiaoxiang Zhu, Rupert Müller, Peter Reinartz:
Joint Sparsity Model for Multilook Hyperspectral Image Unmixing. IEEE Geosci. Remote. Sens. Lett. 12(4): 696-700 (2015) - [j13]Yuanyuan Wang, Xiao Xiang Zhu:
Automatic Feature-Based Geometric Fusion of Multiview TomoSAR Point Clouds in Urban Area. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8(3): 953-965 (2015) - [j12]Muhammad Shahzad, Xiaoxiang Zhu:
Robust Reconstruction of Building Facades for Large Areas Using Spaceborne TomoSAR Point Clouds. IEEE Trans. Geosci. Remote. Sens. 53(2): 752-769 (2015) - [j11]Christoph Gisinger, Ulrich Balss, Roland Pail, Xiaoxiang Zhu, Sina Montazeri, Stefan Gernhardt, Michael Eineder:
Precise Three-Dimensional Stereo Localization of Corner Reflectors and Persistent Scatterers With TerraSAR-X. IEEE Trans. Geosci. Remote. Sens. 53(4): 1782-1802 (2015) - [c47]Yilei Shi, Xiaoxiang Zhu, Richard Bamler:
Optimized parallelization of non-local means filter for image noise reduction of InSAR image. ICIA 2015: 1515-1518 - [c46]Michael Schmitt, Lingyun Wei, Xiaoxiang Zhu:
Automatic coastline detection in non-locally filtered tandem-X data. IGARSS 2015: 1036-1039 - [c45]Xiaoxiang Zhu, Richard Bamler:
Exploiting sparsity in remote sensing and earth observation: Theory, applications and future trends. IGARSS 2015: 2840-2843 - [c44]Jakub Bieniarz, Rupert Müller, Xiaoxiang Zhu, Peter Reinartz:
Sparse pixel-wise spectral unmixing - Which algorithm to use and how to improve the results. IGARSS 2015: 2860-2863 - [c43]Claas Grohnfeldt, Xiaoxiang Zhu:
Towards a combined sparse representation and unmixing based hybrid hyperspectral resolution enhancement method. IGARSS 2015: 2872-2875 - [c42]Gerald Baier, Xiaoxiang Zhu:
Region growing based nonlocal filtering for InSAR. IGARSS 2015: 4081-4084 - [c41]Yuanyuan Wang, Xiaoxiang Zhu:
Semantic interpretation of InSAR point clouds. IGARSS 2015: 5019-5022 - [c40]Marion Heublein, Xiaoxiang Zhu, Fadwa Alshawaf, Michael Mayer, Richard Bamler, Stefan Hinz:
Compressive sensing for neutrospheric water vapor tomography using GNSS and InSAR observations. IGARSS 2015: 5268-5271 - [c39]Yuanyuan Wang, Xiao Xiang Zhu:
The robust InSAR optimization framework with application to monitoring cities on volcanoes. JURSE 2015: 1-4 - [c38]Muhammad Shahzad, Xiao Xiang Zhu:
Detection of buildings in spaceborne TomoSAR point clouds via hybrid region growing and energy minimization technique. JURSE 2015: 1-4 - [c37]Jakub Bieniarz, Daniele Cerra, Xiao Xiang Zhu, Rupert Müller, Peter Reinartz:
Hyperspectral resolution enhancement using multisensor image data. WHISPERS 2015: 1-4 - [c36]Claas Grohnfeldt, Tristan Michael Burns, Xiao Xiang Zhu:
Dynamic dictionary learning strategies for sparse representation based hyperspectral image enhancement. WHISPERS 2015: 1-4 - [c35]Claas Grohnfeldt, Xiao Xiang Zhu, Richard Bamler:
Splitting the hyperspectral-multispectral image fusion problem autonomously into weighted pan-sharpening tasks - The spectral grouping concept. WHISPERS 2015: 1-4 - [c34]Naoto Yokoya, Xiaoxiang Zhu:
Graph regularized coupled spectral unmixing for change detection. WHISPERS 2015: 1-4 - 2014
- [j10]Yuanyuan Wang, Xiaoxiang Zhu, Richard Bamler:
An Efficient Tomographic Inversion Approach for Urban Mapping Using Meter Resolution SAR Image Stacks. IEEE Geosci. Remote. Sens. Lett. 11(7): 1250-1254 (2014) - [j9]Xiaoxiang Zhu, Richard Bamler:
Superresolving SAR Tomography for Multidimensional Imaging of Urban Areas: Compressive sensing-based TomoSAR inversion. IEEE Signal Process. Mag. 31(4): 51-58 (2014) - [j8]Xiaoxiang Zhu, Muhammad Shahzad:
Facade Reconstruction Using Multiview Spaceborne TomoSAR Point Clouds. IEEE Trans. Geosci. Remote. Sens. 52(6): 3541-3552 (2014) - [c33]Jun Du, Chunxiao Jiang, Xuexia Wang, Qiang Guo, Xin Wang, Xiaoxiang Zhu, Yong Ren:
Detection and transmission resource configuration for Space-based Information Network. GlobalSIP 2014: 1102-1106 - [c32]Xiaoxiang Zhu, Marie Lachaise, Fathalrahman Adam, Yilei Shi, Michael Eineder, Richard Bamler:
Beyond the 12m TanDEM-X DEM. IGARSS 2014: 390-393 - [c31]Xiaoxiang Zhu, Sina Montazeri, Christoph Gisinger, Ramon F. Hanssen, Richard Bamler:
Geodetic TomoSAR - Fusion of SAR imaging geodesy and TomoSAR for 3D absolute scatterer positioning. IGARSS 2014: 1317-1320 - [c30]Muhammad Shahzad, Xiaoxiang Zhu:
Automatic large area reconstruction of building façades from spaceborne TomoSAR point clouds. IGARSS 2014: 1548-1551 - [c29]Jakub Bieniarz, Rupert Müller, Xiaoxiang Zhu, Peter Reinartz:
Hyperspectral image resolution enhancement based on joint sparsity spectral unmixing. IGARSS 2014: 2645-2648 - [c28]Jakub Bieniarz, Esteban Aguilera, Xiao Xiang Zhu, Rupert Müller, Uta Heiden, Peter Reinartz:
Spectral-spatial joint sparsity unmixing of hyperspectral data using overcomplete dictionaries. WHISPERS 2014: 1-4 - [c27]Claas Grohnfeldt, Xiao Xiang Zhu, Richard Bamler:
The J-SparseFI-HM Hyperspectral resolution enhancement method - Now fully automated. WHISPERS 2014: 1-4 - 2013
- [j7]Xiaoxiang Zhu, Richard Bamler:
A Sparse Image Fusion Algorithm With Application to Pan-Sharpening. IEEE Trans. Geosci. Remote. Sens. 51(5-1): 2827-2836 (2013) - [c26]Xiaoxiang Zhu, Richard Bamler:
Sparse reconstruction techniques in tomographic SAR inversion. EUSIPCO 2013: 1-5 - [c25]Xiaoxiang Zhu, Claas Grohnfeldt, Richard Bamler:
Collabrative sparse image fusion with application to pan-sharpening. DSP 2013: 1-6 - [c24]Yuanyuan Wang, Xiaoxiang Zhu:
Feature-based fusion of tomosar point clouds from multiview TerraSAR-X data stacks. IGARSS 2013: 85-88 - [c23]Muhammad Shahzad, Xiaoxiang Zhu:
Reconstruction of building façades using spaceborne multiview TomoSAR point clouds. IGARSS 2013: 624-627 - [c22]Xiaoxiang Zhu, Claas Grohnfeldt, Richard Bamler:
Collaborative sparse reconstruction for pan-sharpening. IGARSS 2013: 868-871 - [c21]Claas Grohnfeldt, Xiaoxiang Zhu, Richard Bamler:
Jointly sparse fusion of hyperspectral and multispectral imagery. IGARSS 2013: 4090-4093 - [c20]Jakub Bieniarz, Xiao Xiang Zhu, Rupert Müller, Peter Reinartz:
Sparse spectral unmixing with endmember groups pre-selection. WHISPERS 2013: 1-4 - 2012
- [j6]Xiaoxiang Zhu, Richard Bamler:
Super-Resolution Power and Robustness of Compressive Sensing for Spectral Estimation With Application to Spaceborne Tomographic SAR. IEEE Trans. Geosci. Remote. Sens. 50(1): 247-258 (2012) - [j5]Xiaoxiang Zhu, Richard Bamler:
Demonstration of Super-Resolution for Tomographic SAR Imaging in Urban Environment. IEEE Trans. Geosci. Remote. Sens. 50(8): 3150-3157 (2012) - [c19]Muhammad Shahzad, Xiaoxiang Zhu, Richard Bamler:
Façade structure reconstruction using spaceborne TomoSAR point clouds. IGARSS 2012: 467-470 - [c18]Yuanyuan Wang, Xiaoxiang Zhu, Yilei Shi, Richard Bamler:
Operational TomoSAR processing using TerraSAR-X high resolution spotlight stacks from multiple view angles. IGARSS 2012: 7047-7050 - [c17]Xiaoxiang Zhu, Richard Bamler:
Sparse tomographic SAR reconstruction from mixed TerraSAR-X/TanDEM-X data stacks. IGARSS 2012: 7468-7471 - [c16]Xiao Xiang Zhu, Muhammad Shahzad, Richard Bamler:
From TomoSAR Point Clouds to Objects: Façade Reconstruction. TyWRRS 2012: 106-113 - [c15]Xiao Xiang Zhu, Sofya Spiridonova, Richard Bamler:
A pan-sharpening algorithm based on joint sparsity. TyWRRS 2012: 177-184 - [c14]Jakub Bieniarz, Rupert Müller, Xiaoxiang Zhu, Peter Reinartz:
On the use of overcomplete dictionaries for spectral unmixing. WHISPERS 2012: 1-4 - 2011
- [j4]Diego Reale, Gianfranco Fornaro, Antonio Pauciullo, Xiaoxiang Zhu, Richard Bamler:
Tomographic Imaging and Monitoring of Buildings With Very High Resolution SAR Data. IEEE Geosci. Remote. Sens. Lett. 8(4): 661-665 (2011) - [j3]Xiaoxiang Zhu, Richard Bamler:
Let's Do the Time Warp: Multicomponent Nonlinear Motion Estimation in Differential SAR Tomography. IEEE Geosci. Remote. Sens. Lett. 8(4): 735-739 (2011) - [c13]Xiao Xiang Zhu, Richard Bamler:
Sparse reconstrcution techniques for SAR tomography. DSP 2011: 1-8 - [c12]Xiaoxiang Zhu, Richard Bamler:
Within the resolution cell: Super-resolution in tomographic SAR imaging. IGARSS 2011: 2401-2404 - [c11]Xiaoxiang Zhu, Richard Bamler:
Multi-component nonlinear motion estimation in differential SAR tomography - the time-warp method. IGARSS 2011: 2409-2412 - [c10]Xiaoxiang Zhu, Xuan Wang, Richard Bamler:
Compressive sensing for image fusion - with application to pan-sharpening. IGARSS 2011: 2793-2796 - [c9]Yuanyuan Wang, Xiaoxiang Zhu, Richard Bamler:
Optimal estimation of distributed scatterer phase history parameters from meter-resolution SAR data. IGARSS 2011: 3468-3471 - [c8]Xiao Xiang Zhu, Richard Bamler:
A fundamental bound for super-resolution - with application to 3D SAR imaging. JURSE 2011: 181-184 - [c7]Gianfranco Fornaro, Antonio Pauciullo, Diego Reale, Xiaoxiang Zhu, Richard Bamler:
Peculiarities of urban area analysis with very high resolution interferometric SAR data. JURSE 2011: 185-188 - [c6]Yuanyuan Wang, Xiao Xiang Zhu, Richard Bamler:
Advanced coherence stacking technique using high resolution TerraSAR-X spotlight data. JURSE 2011: 233-236 - 2010
- [j2]Xiaoxiang Zhu, Richard Bamler:
Tomographic SAR Inversion by L1 -Norm Regularization - The Compressive Sensing Approach. IEEE Trans. Geosci. Remote. Sens. 48(10): 3839-3846 (2010) - [j1]Xiaoxiang Zhu, Richard Bamler:
Very High Resolution Spaceborne SAR Tomography in Urban Environment. IEEE Trans. Geosci. Remote. Sens. 48(12): 4296-4308 (2010) - [c5]Xiaoxiang Zhu, Richard Bamler:
Compressive sensing for high resolution differential SAR tomography - the SL1MMER algorithm. IGARSS 2010: 17-20 - [c4]Diego Reale, Gianfranco Fornaro, Gianfranco Pauciullo, Xiaoxiang Zhu, Nico Adam, Richard Bamler:
Advanced techniques and new high resolution SAR sensors for monitoring urban areas. IGARSS 2010: 1800-1803
2000 – 2009
- 2009
- [c3]Stefan Auer, Xiaoxiang Zhu, Stefan Hinz, Richard Bamler:
3D Analysis of Scattering Effects based on Ray Tracing Techniques. IGARSS (3) 2009: 17-20 - [c2]Xiaoxiang Zhu, Nico Adam, Richard Bamler:
Space-borne High resolution Tomographic Interferometry. IGARSS (4) 2009: 869-872 - [c1]Nico Adam, Xiaoxiang Zhu, Christian Minet, Werner Liebhart, Michael Eineder, Richard Bamler:
Techniques and Examples for the 3D Reconstruction of Complex Scattering Situations using TerraSAR-X. IGARSS (3) 2009: 900-903
Coauthor Index
aka: Lloyd Haydn Hughes
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