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2020 – today
- 2024
[j75]Robin Zbinden, Nina Van Tiel, Benjamin Kellenberger, Lloyd Hughes, Devis Tuia:
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning. Ecol. Informatics 81: 102623 (2024)- [j74]Valentin Gabeff
, Marc Rußwurm, Devis Tuia, Alexander Mathis:
WildCLIP: Scene and Animal Attribute Retrieval from Camera Trap Data with Domain-Adapted Vision-Language Models. Int. J. Comput. Vis. 132(9): 3770-3786 (2024) - [j73]Valérie Zermatten, Xiaolong Lu, Javiera Castillo-Navarro, Tobias Kellenberger, Devis Tuia:
Land Cover Mapping From Multiple Complementary Experts Under Heavy Class Imbalance. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 6468-6477 (2024) - [c118]Li Mi, Syrielle Montariol, Javiera Castillo Navarro, Xianjie Dai, Antoine Bosselut, Devis Tuia:
ConVQG: Contrastive Visual Question Generation with Multimodal Guidance. AAAI 2024: 4207-4215 - [c117]Jonathan Sauder, Devis Tuia:
Self-Supervised Underwater Caustics Removal and Descattering via Deep Monocular SLAM. ECCV (84) 2024: 214-232 - [c116]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. ICLR 2024 - [c115]Siran Li, Li Mi, Javiera Castillo-Navarro, Devis Tuia:
Knowledge-Aware Visual Question Generation for Remote Sensing Images. IGARSS 2024: 498-502 - [c114]Jan Pisl, Gaston Lenczner, Devis Tuia, Frank de Morsier:
Semantic Segmentation of Coffee Plantations from Sentinel-2 Time Series. IGARSS 2024: 1526-1530 - [c113]João Luis Prado, Syrielle Montariol, Javiera Castillo-Navarro, Devis Tuia, Antoine Bosselut:
Training Visual Language Models with Object Detection: Grounded Change Descriptions in Satellite Images. IGARSS 2024: 2745-2749 - [c112]John E. Vargas-Muñoz, Nando Metzger, Rodrigo Caye Daudt, Konrad Schindler, Devis Tuia:
Estimating Fine-Grained Population Growth Rates from Coarse Census Data. IGARSS 2024: 4610-4613 - [i67]Robin Zbinden, Nina Van Tiel, Benjamin Kellenberger, Lloyd Hughes, Devis Tuia:
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning. CoRR abs/2401.02989 (2024) - [i66]João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins:
Large Language Models for Captioning and Retrieving Remote Sensing Images. CoRR abs/2402.06475 (2024) - [i65]Li Mi, Syrielle Montariol, Javiera Castillo-Navarro, Xianjie Dai, Antoine Bosselut, Devis Tuia:
ConVQG: Contrastive Visual Question Generation with Multimodal Guidance. CoRR abs/2402.12846 (2024) - [i64]Robin Zbinden, Nina Van Tiel, Marc Rußwurm, Devis Tuia:
Imbalance-aware Presence-only Loss Function for Species Distribution Modeling. CoRR abs/2403.07472 (2024) - [i63]Alex Levering, Diego Marcos, Devis Tuia:
Cross-Modal Learning of Housing Quality in Amsterdam. CoRR abs/2403.08915 (2024) - [i62]Li Mi, Chang Xu, Javiera Castillo-Navarro, Syrielle Montariol, Wen Yang, Antoine Bosselut, Devis Tuia:
ConGeo: Robust Cross-view Geo-localization across Ground View Variations. CoRR abs/2403.13965 (2024) - [i61]Li Mi, Xianjie Dai, Javiera Castillo-Navarro, Devis Tuia:
Knowledge-aware Text-Image Retrieval for Remote Sensing Images. CoRR abs/2405.03373 (2024) - [i60]Beatriz Borges, Negar Foroutan, Deniz Bayazit, Anna Sotnikova, Syrielle Montariol, Tanya Nazaretzky, Mohammadreza Banaei, Alireza Sakhaeirad, Philippe Servant, Seyed Parsa Neshaei, Jibril Frej, Angelika Romanou, Gail Weiss, Sepideh Mamooler, Zeming Chen, Simin Fan, Silin Gao, Mete Ismayilzada, Debjit Paul, Alexandre Schöpfer, Andrej Janchevski, Anja Tiede, Clarence Linden, Emanuele Troiani, Francesco Salvi, Freya Behrens, Giacomo Orsi, Giovanni Piccioli, Hadrien Sevel, Louis Coulon, Manuela Pineros-Rodriguez, Marin Bonnassies, Pierre Hellich, Puck van Gerwen, Sankalp Gambhir, Solal Pirelli, Thomas Blanchard, Timothée Callens, Toni Abi Aoun, Yannick Calvino Alonso, Yuri Cho, Alberto Silvio Chiappa, Antonio Sclocchi, Étienne Bruno, Florian Hofhammer, Gabriel Pescia, Geovani Rizk, Leello Dadi, Lucas Stoffl, Manoel Horta Ribeiro, Matthieu Bovel, Yueyang Pan, Aleksandra Radenovic, Alexandre Alahi, Alexander Mathis, Anne-Florence Bitbol, Boi Faltings, Cécile Hébert, Devis Tuia, François Maréchal, George Candea, Giuseppe Carleo, Jean-Cédric Chappelier, Nicolas Flammarion, Jean-Marie Fürbringer, Jean-Philippe Pellet, Karl Aberer, Lenka Zdeborová, Marcel Salathé, Martin Jaggi, Martin Rajman, Mathias Payer, Matthieu Wyart, Michael Gastpar, Michele Ceriotti, Ola Svensson, Olivier Lévêque, Paolo Ienne, Rachid Guerraoui, Robert West, Sanidhya Kashyap, Valerio Piazza, Viesturs Simanis, Viktor Kuncak, Volkan Cevher, Philippe Schwaller, Sacha Friedli, Patrick Jermann, Tanja Käser, Antoine Bosselut:
Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants. CoRR abs/2408.11841 (2024) - [i59]Benoit Dufumier, Javiera Castillo-Navarro, Devis Tuia, Jean-Philippe Thiran:
What to align in multimodal contrastive learning? CoRR abs/2409.07402 (2024) - [i58]Hugo Porta, Emanuele Dalsasso, Diego Marcos, Devis Tuia:
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation. CoRR abs/2409.09497 (2024) - 2023
- [j72]Kai-Florian Richter, Simon Scheider, Devis Tuia:
GeoAI as Collaborative Effort. Künstliche Intell. 37(1): 99-105 (2023) - [c111]Christel Chappuis, Charlotte Sertic, Nicola Santacroce, Javiera Castillo Navarro, Sylvain Lobry, Bertrand Le Saux, Devis Tuia:
Multi-task prompt-RSVQA to explicitly count objects on aerial images. BMVC Workshop 2023 - [c110]Marc Rußwurm, Lloyd Haydn Hughes, Giorgio Pasquali, Corneliu Octavian Dumitru, Devis Tuia:
Detection of Settlements in Tanzania and Mozambique by Many Regional Few-Shot Models. IGARSS 2023: 522-525 - [c109]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 - [c108]Jan Pisl, Lloyd Haydn Hughes, Marc Rußwurm, Devis Tuia:
Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series. IGARSS 2023: 911-914 - [c107]Valérie Zermatten, Javiera Castillo Navarro, Lloyd Hughes, Tobias Kellenberger, Devis Tuia:
Text as a Richer Source of Supervision in Semantic Segmentation Tasks. IGARSS 2023: 2219-2222 - [c106]Arthur Chevalley, Ciprian Tomoiaga, Marcin Detyniecki, Marc Rußwurm, Devis Tuia:
Improving Few-Shot Object Detection with Object Part Proposals. IGARSS 2023: 6502-6505 - [c105]Alex Levering, Diego Marcos, Devis Tuia:
Time Series Analysis of Urban Liveability. JURSE 2023: 1-4 - [c104]Zifu Wang, Maxim Berman, Amal Rannen-Triki, Philip H. S. Torr, Devis Tuia, Tinne Tuytelaars, Luc Van Gool, Jiaqian Yu, Matthew B. Blaschko:
Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union. NeurIPS 2023 - [i57]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) - [i56]Marc Rußwurm, Sushen Jilla Venkatesa, Devis Tuia:
Large-scale Detection of Marine Debris in Coastal Areas with Sentinel-2. CoRR abs/2307.02465 (2023) - [i55]Alex Levering, Diego Marcos, Devis Tuia:
Time Series Analysis of Urban Liveability. CoRR abs/2309.00594 (2023) - [i54]Florent Forest, Hugo Porta, Devis Tuia, Olga Fink:
From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring. CoRR abs/2309.11267 (2023) - [i53]Jonathan Sauder, Guilhem Banc-Prandi, Anders Meibom, Devis Tuia:
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning. CoRR abs/2309.12804 (2023) - [i52]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. CoRR abs/2310.06743 (2023) - [i51]Zifu Wang, Maxim Berman, Amal Rannen Triki, Philip H. S. Torr, Devis Tuia, Tinne Tuytelaars, Luc Van Gool, Jiaqian Yu, Matthew B. Blaschko:
Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union. CoRR abs/2310.19252 (2023) - [i50]Nando Metzger, Rodrigo Caye Daudt, Devis Tuia, Konrad Schindler:
High-resolution Population Maps Derived from Sentinel-1 and Sentinel-2. CoRR abs/2311.14006 (2023) - [i49]Christel Chappuis, Eliot Walt, Vincent Mendez, Sylvain Lobry, Bertrand Le Saux, Devis Tuia:
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation. CoRR abs/2311.16782 (2023) - [i48]Ribana Roscher, Marc Rußwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia:
Data-Centric Machine Learning for Geospatial Remote Sensing Data. CoRR abs/2312.05327 (2023) - 2022
- [j71]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) - [j70]Kilian Fatras, Bharath Bhushan Damodaran, Sylvain Lobry, Rémi Flamary, Devis Tuia, Nicolas Courty:
Wasserstein Adversarial Regularization for Learning With Label Noise. IEEE Trans. Pattern Anal. Mach. Intell. 44(10): 7296-7306 (2022) - [j69]Luca Maggiolo, Diego Marcos, Gabriele Moser, Sebastiano B. Serpico, Devis Tuia:
A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j68]Adugna G. Mullissa, Diego Marcos, Devis Tuia, Martin Herold, Johannes Reiche:
deSpeckNet: Generalizing Deep Learning-Based SAR Image Despeckling. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j67]Diego Marcos, Aike Potze, Wenjia Xu, Devis Tuia, Zeynep Akata:
Attribute Prediction as Multiple Instance Learning. Trans. Mach. Learn. Res. 2022 (2022) - [c103]Li Mi, Siran Li, Christel Chappuis, Devis Tuia:
Knowledge-Aware Cross-Modal Text-Image Retrieval for Remote Sensing Images. CDCEO@IJCAI 2022: 14-20 - [c102]Benjamin Kellenberger, Devis Tuia:
Block Label Swap for Species Distribution Modelling. CLEF (Working Notes) 2022: 2103-2114 - [c101]Christel Chappuis, Valérie Zermatten, Sylvain Lobry, Bertrand Le Saux, Devis Tuia:
Prompt-RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering. CVPR Workshops 2022: 1371-1380 - [c100]João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins:
Remote sensing visual question answering with a self-attention multi-modal encoder. GeoAI@SIGSPATIAL 2022: 40-49 - [c99]Christel Chappuis, Vincent Mendez, Eliot Walt, Sylvain Lobry, Bertrand Le Saux, Devis Tuia:
Language Transformers for Remote Sensing Visual Question Answering. IGARSS 2022: 4855-4858 - [c98]Marc Rußwurm, Sherrie Wang, Devis Tuia:
Humans are Poor Few-Shot Classifiers for Sentinel-2 Land Cover. IGARSS 2022: 4859-4862 - [c97]John E. Vargas-Muñoz, Diego Schibli, Devis Tuia:
Towards Efficient Correction of Coconut Tree Detection Errors. IGARSS 2022: 5065-5068 - [c96]Benjamin Kellenberger, Elijah Cole, Diego Marcos, Devis Tuia:
Training Techniques for Presence-Only Habitat Suitability Mapping with Deep Learning. IGARSS 2022: 5085-5088 - [d7]Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia:
Remote Sensing VQA - Low Resolution (RSVQA LR). Zenodo, 2022
- [d6]Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia:
Remote Sensing VQA - High Resolution (RSVQA HR). Zenodo, 2022 - [i47]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) - [i46]Nando Metzger, John E. Vargas-Muñoz, Rodrigo Caye Daudt, Benjamin Kellenberger, Thao Ton-That Whelan, Ferda Ofli, Muhammad Imran, Konrad Schindler, Devis Tuia:
Fine-grained Population Mapping from Coarse Census Counts and Open Geodata. CoRR abs/2211.04039 (2022) - 2021
- [j66]John E. Vargas-Muñoz, Devis Tuia, Alexandre X. Falcão:
Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient. Int. J. Geogr. Inf. Sci. 35(9): 1725-1745 (2021) - [j65]Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham:
Detecting Unsigned Physical Road Incidents From Driver-View Images. IEEE Trans. Intell. Veh. 6(1): 24-33 (2021) - [j64]Marta Sapena, Michael Wurm, Hannes Taubenböck, Devis Tuia, Luis Ángel Ruiz Fernández:
Estimating quality of life dimensions from urban spatial pattern metrics. Comput. Environ. Urban Syst. 85: 101549 (2021) - [c95]Alex Levering, Diego Marcos, Ilan Havinga, Devis Tuia:
Cross-Modal Learning of Housing Quality in Amsterdam. GeoAI@SIGSPATIAL 2021: 1-4 - [c94]Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia:
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images. ICCVW 2021: 732-741 - [c93]Ilan Havinga, Diego Marcos, Patrick W. Bogaart, Lars Hein, Devis Tuia:
Geo-Data for Mapping Scenic Beauty: Exploring the Potential of Remote Sensing and Social Media. IGARSS 2021: 188-191 - [c92]Sylvain Lobry, Begüm Demir, Devis Tuia:
RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. IGARSS 2021: 1218-1221 - [c91]Alex Levering, Diego Marcos, Devis Tuia:
Liveability from Above: Understanding Quality of Life with Overhead Imagery and Deep Neural Networks. IGARSS 2021: 2094-2097 - [c90]Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, Devis Tuia:
How to find a good image-text embedding for remote sensing visual question answering? MACLEAN@PKDD/ECML 2021 - [d5]Sylvain Lobry, Begüm Demir, Devis Tuia:
RSVQAxBEN. Zenodo, 2021 - [d4]Sylvain Lobry, Begüm Demir, Devis Tuia:
RSVQAxBEN. Zenodo, 2021 - [i45]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) - [i44]Marrit Leenstra, Diego Marcos, Francesca Bovolo, Devis Tuia:
Self-supervised pre-training enhances change detection in Sentinel-2 imagery. CoRR abs/2101.08122 (2021) - [i43]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) - [i42]Devis Tuia, Claudio Persello, Lorenzo Bruzzone:
Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data. CoRR abs/2104.07778 (2021) - [i41]Devis Tuia, Michele Volpi, Loris Copa, Mikhail F. Kanevski, Jordi Muñoz-Marí:
A survey of active learning algorithms for supervised remote sensing image classification. CoRR abs/2104.07784 (2021) - [i40]Devis Tuia, Jordi Muñoz-Marí:
Learning User's confidence for active learning. CoRR abs/2104.07791 (2021) - [i39]Devis Tuia, Michele Volpi, Maxime Trolliet, Gustau Camps-Valls:
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images. CoRR abs/2104.07803 (2021) - [i38]Benjamin Kellenberger, John E. Vargas-Muñoz, Devis Tuia, Rodrigo Caye Daudt, Konrad Schindler, Thao T.-T. Whelan, Brenda Ayo, Ferda Ofli, Muhammad Imran:
Mapping Vulnerable Populations with AI. CoRR abs/2107.14123 (2021) - [i37]Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia:
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images. CoRR abs/2108.07582 (2021) - [i36]Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, Devis Tuia:
How to find a good image-text embedding for remote sensing visual question answering? CoRR abs/2109.11848 (2021) - [i35]Devis Tuia, Benjamin Kellenberger, Sara Beery, Blair R. Costelloe, Silvia Zuffi, Benjamin Risse, Alexander Mathis, Mackenzie W. Mathis, Frank van Langevelde, Tilo Burghardt, Roland Kays, Holger Klinck, Martin Wikelski, Iain D. Couzin, Grant Van Horn, Margaret C. Crofoot, Charles V. Stewart, Tanya Y. Berger-Wolf:
Seeing biodiversity: perspectives in machine learning for wildlife conservation. CoRR abs/2110.12951 (2021) - [i34]Claudio Persello, Jan Dirk Wegner, Ronny Hänsch, Devis Tuia, Pedram Ghamisi, Mila Koeva, Gustau Camps-Valls:
Deep Learning and Earth Observation to Support the Sustainable Development Goals. CoRR abs/2112.11367 (2021) - 2020
- [j63]Shivangi Srivastava, John E. Vargas-Munoz, Sylvain Lobry, Devis Tuia:
Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data. Int. J. Geogr. Inf. Sci. 34(6): 1117-1136 (2020) - [j62]Pim Arendsen, Diego Marcos, Devis Tuia:
Concept Discovery for The Interpretation of Landscape Scenicness. Mach. Learn. Knowl. Extr. 2(4): 397-413 (2020) - [j61]Devis Tuia, Ronny Hänsch, Naoto Yokoya, Myron Brown, Bertrand Le Saux:
Foreword to the Special Issue on Computer Vision-Based Approaches for Earth Observation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13: 6515-6518 (2020) - [j60]Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia:
RSVQA: Visual Question Answering for Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 58(12): 8555-8566 (2020) - [c89]Diego Marcos, Ruth Fong, Sylvain Lobry, Rémi Flamary, Nicolas Courty, Devis Tuia:
Contextual Semantic Interpretability. ACCV (4) 2020: 351-368 - [c88]Diego Marcos, Jana Kierdorf, Ted Cheeseman, Devis Tuia, Ribana Roscher:
A Whale's Tail - Finding the Right Whale in an Uncertain World. xxAI@ICML 2020: 297-313 - [c87]Marrit Leenstra, Diego Marcos, Francesca Bovolo, Devis Tuia:
Self-supervised Pre-training Enhances Change Detection in Sentinel-2 Imagery. ICPR Workshops (7) 2020: 578-590 - [c86]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 - [c85]Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia:
ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. IGARSS 2020: 3979-3982 - [c84]Alex Levering, Diego Marcos, Sylvain Lobry, Devis Tuia:
Interpretable Scenicness from Sentinel-2 Imagery. IGARSS 2020: 3983-3986 - [d3]Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham:
Unsigned Road Incidents. Zenodo, 2020 - [i33]Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia:
RSVQA: Visual Question Answering for Remote Sensing Data. CoRR abs/2003.07333 (2020) - [i32]Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham:
Detecting Unsigned Physical Road Incidents from Driver-View Images. CoRR abs/2004.11824 (2020) - [i31]John E. Vargas, Shivangi Srivastava, Devis Tuia, Alexandre X. Falcão:
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing. CoRR abs/2007.06277 (2020) - [i30]John E. Vargas-Muñoz, Devis Tuia, Alexandre X. Falcão:
Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient. CoRR abs/2009.08188 (2020) - [i29]Diego Marcos, Ruth Fong, Sylvain Lobry, Rémi Flamary, Nicolas Courty, Devis Tuia:
Contextual Semantic Interpretability. CoRR abs/2009.08720 (2020) - [i28]Devis Tuia, Diego Marcos, Gustau Camps-Valls:
Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization. CoRR abs/2012.04469 (2020) - [i27]Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay, Gustau Camps-Valls:
A deep network approach to multitemporal cloud detection. CoRR abs/2012.10393 (2020)
2010 – 2019
- 2019
- [j59]Zhenchao Zhang, George Vosselman, Markus Gerke, Claudio Persello, Devis Tuia, Michael Ying Yang:
Detecting Building Changes between Airborne Laser Scanning and Photogrammetric Data. Remote. Sens. 11(20): 2417 (2019) - [j58]Wolfgang Groß, Devis Tuia, Uwe Soergel, Wolfgang Middelmann:
Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects. IEEE Trans. Geosci. Remote. Sens. 57(8): 5975-5990 (2019) - [j57]Benjamin Kellenberger, Diego Marcos, Sylvain Lobry, Devis Tuia:
Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery Using Deep CNNs and Active Learning. IEEE Trans. Geosci. Remote. Sens. 57(12): 9524-9533 (2019) - [c83]Ievgen Redko, Nicolas Courty, Rémi Flamary, Devis Tuia:
Optimal Transport for Multi-source Domain Adaptation under Target Shift. AISTATS 2019: 849-858 - [c82]Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia:
Adaptive Compression-based Lifelong Learning. BMVC 2019: 153 - [c81]Benjamin Kellenberger, Diego Marcos, Devis Tuia:
When a Few Clicks Make All the Difference: Improving Weakly-Supervised Wildlife Detection in UAV Images. CVPR Workshops 2019: 1414-1422 - [c80]Diego Marcos, Sylvain Lobry, Devis Tuia:
Semantically Interpretable Activation Maps: what-where-how explanations within CNNs. ICCV Workshops 2019: 4207-4215 - [c79]Sylvain Lobry, Jesse Murray, Diego Marcos, Devis Tuia:
Visual Question Answering From Remote Sensing Images. IGARSS 2019: 4951-4954 - [c78]Jesse Murray, Diego Marcos, Devis Tuia:
Zoom In, Zoom Out: Injecting Scale Invariance into Landuse Classification CNNs. IGARSS 2019: 5240-5243 - [c77]John E. Vargas-Muñoz, Ping Zhou, Alexandre X. Falcão, Devis Tuia:
Interactive Coconut Tree Annotation Using Feature Space Projections. IGARSS 2019: 5718-5721 - [c76]Sylvain Lobry, Devis Tuia:
Deep Learning Models to Count Buildings in High-Resolution Overhead Images. JURSE 2019: 1-4 - [c75]Cyril Wendl, Diego Marcos, Devis Tuia:
Novelty detection in very high resolution urban scenes with Density Forests. JURSE 2019: 1-4 - [d2]Devis Tuia, Gabriele Moser, Bertrand Le Saux, Benjamin Bechtel:
Data Fusion Contest 2017 (DFC2017). IEEE DataPort, 2019 - [d1]Devis Tuia, Gabriele Moser, Bertrand Le Saux, Roberto Fabrizi, Sven Cowan:
Data Fusion Contest 2016 (DFC2016). IEEE DataPort, 2019 - [i26]John E. Vargas-Muñoz, Sylvain Lobry, Alexandre X. Falcão, Devis Tuia:
Correcting rural building annotations in OpenStreetMap using convolutional neural networks. CoRR abs/1901.08190 (2019) - [i25]Bharath Bhushan Damodaran, Kilian Fatras, Sylvain Lobry, Rémi Flamary, Devis Tuia, Nicolas Courty:
Pushing the right boundaries matters! Wasserstein Adversarial Training for Label Noise. CoRR abs/1904.03936 (2019) - [i24]Shivangi Srivastava, John E. Vargas-Muñoz, Devis Tuia:
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution. CoRR abs/1905.01752 (2019) - [i23]Benjamin Kellenberger, Diego Marcos, Sylvain Lobry, Devis Tuia:
Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning. CoRR abs/1907.07319 (2019) - [i22]Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia:
Adaptive Compression-based Lifelong Learning. CoRR abs/1907.09695 (2019) - [i21]Diego Marcos, Sylvain Lobry, Devis Tuia:
Semantically Interpretable Activation Maps: what-where-how explanations within CNNs. CoRR abs/1909.08442 (2019) - 2018
- [j56]Matthew Parkan, Devis Tuia:
Estimating Uncertainty of Point-Cloud Based Single-Tree Segmentation with Ensemble Based Filtering. Remote. Sens. 10(2): 335 (2018) - [j55]Naoto Yokoya, Pedram Ghamisi, Junshi Xia, Sergey Sukhanov, Roel Heremans, Ivan Tankoyeu, Benjamin Bechtel, Bertrand Le Saux, Gabriele Moser, Devis Tuia:
Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(5): 1363-1377 (2018) - [j54]Prashanth Reddy Marpu, Devis Tuia, Clément Mallet:
Foreword to the Special Issue on Urban Remote Sensing for Smarter Cities. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(8): 2575-2577 (2018) - [j53]Devis Tuia, Michele Volpi, Gabriele Moser:
Decision Fusion With Multiple Spatial Supports by Conditional Random Fields. IEEE Trans. Geosci. Remote. Sens. 56(6): 3277-3289 (2018) - [c74]Ilke Demir, Krzysztof Koperski, David Lindenbaum, Guan Pang, Jing Huang, Saikat Basu, Forest Hughes, Devis Tuia, Ramesh Raskar:
DeepGlobe 2018: A Challenge to Parse the Earth Through Satellite Images. CVPR Workshops 2018: 172-181 - [c73]Diego Marcos, Devis Tuia, Benjamin Kellenberger, Lisa Zhang, Min Bai, Renjie Liao, Raquel Urtasun:
Learning Deep Structured Active Contours End-to-End. CVPR 2018: 8877-8885 - [c72]Bharath Bhushan Damodaran, Benjamin Kellenberger, Rémi Flamary, Devis Tuia, Nicolas Courty:
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation. ECCV (4) 2018: 467-483 - [c71]Shivangi Srivastava, John E. Vargas-Muñoz, David Swinkels, Devis Tuia:
Multilabel Building Functions Classification from Ground Pictures using Convolutional Neural Networks. GeoAI@SIGSPATIAL 2018: 43-46 - [c70]John E. Vargas-Munoz, Diego Marcos, Sylvain Lobry, Jefersson A. dos Santos, Alexandre X. Falcão, Devis Tuia:
Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence. IGARSS 2018: 1284-1287 - [c69]Andrea Marinoni, Paolo Gamba, Daniele De Vecchi, Devis Tuia:
Discovering Temporal Patterns of Air Quality in Different Parts of Europe with Data Driven Feature Extraction. IGARSS 2018: 2062-2065 - [c68]Luca Maggiolo, Diego Marcos, Gabriele Moser, Devis Tuia:
Improving Maps from CNNs Trained with Sparse, Scribbled Ground Truths Using Fully Connected CRFs. IGARSS 2018: 2099-2102 - [c67]Benjamin Kellenberger, Diego Marcos, Nicolas Courty, Devis Tuia:
Detecting Animals in Repeated UAV Image Acquisitions by Matching CNN Activations with Optimal Transport. IGARSS 2018: 3643-3646 - [c66]Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay, Gustau Camps-Valls:
A Deep Network Approach to Multitemporal Cloud Detection. IGARSS 2018: 4351-4354 - [c65]Benjamin Kellenberger, Diego Marcos, Devis Tuia:
Best Practices to Train Deep Models on Imbalanced Datasets - A Case Study on Animal Detection in Aerial Imagery. ECML/PKDD (3) 2018: 630-634 - [i20]Diego Marcos, Michele Volpi, Benjamin Kellenberger, Devis Tuia:
Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models. CoRR abs/1803.06253 (2018) - [i19]Diego Marcos, Devis Tuia, Benjamin Kellenberger, Lisa Zhang, Min Bai, Renjie Liao, Raquel Urtasun:
Learning deep structured active contours end-to-end. CoRR abs/1803.06329 (2018) - [i18]Bharath Bhushan Damodaran, Benjamin Kellenberger, Rémi Flamary, Devis Tuia, Nicolas Courty:
DeepJDOT: Deep Joint distribution optimal transport for unsupervised domain adaptation. CoRR abs/1803.10081 (2018) - [i17]Ilke Demir, Krzysztof Koperski, David Lindenbaum, Guan Pang, Jing Huang, Saikat Basu, Forest Hughes, Devis Tuia, Ramesh Raskar:
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images. CoRR abs/1805.06561 (2018) - [i16]Benjamin Kellenberger, Diego Marcos, Devis Tuia:
Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning. CoRR abs/1806.11368 (2018) - [i15]Zhenchao Zhang, George Vosselman, Markus Gerke, Devis Tuia, Michael Ying Yang:
Change Detection between Multimodal Remote Sensing Data Using Siamese CNN. CoRR abs/1807.09562 (2018) - [i14]Diego Marcos, Benjamin Kellenberger, Sylvain Lobry, Devis Tuia:
Scale equivariance in CNNs with vector fields. CoRR abs/1807.11783 (2018) - [i13]Michele Volpi, Devis Tuia:
Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images. CoRR abs/1808.07675 (2018) - [i12]Devis Tuia, Michele Volpi, Gabriele Moser:
Decision fusion with multiple spatial supports by conditional random fields. CoRR abs/1808.08024 (2018) - 2017
- [j52]Nicolas Courty, Rémi Flamary, Devis Tuia, Alain Rakotomamonjy:
Optimal Transport for Domain Adaptation. IEEE Trans. Pattern Anal. Mach. Intell. 39(9): 1853-1865 (2017) - [j51]Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar:
Toward Seamless Multiview Scene Analysis From Satellite to Street Level. Proc. IEEE 105(10): 1884-1899 (2017) - [j50]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) - [j49]Michele Volpi, Devis Tuia:
Dense Semantic Labeling of Subdecimeter Resolution Images With Convolutional Neural Networks. IEEE Trans. Geosci. Remote. Sens. 55(2): 881-893 (2017) - [c64]Diego Marcos, Michele Volpi, Nikos Komodakis, Devis Tuia:
Rotation Equivariant Vector Field Networks. ICCV 2017: 5058-5067 - [c63]Benjamin Kellenberger, Michele Volpi, Devis Tuia:
Fast animal detection in UAV images using convolutional neural networks. IGARSS 2017: 866-869 - [c62]John E. Vargas-Munoz, Devis Tuia, Jefersson A. dos Santos, Alexandre X. Falcão:
Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. IGARSS 2017: 3688-3691 - [c61]Shivangi Srivastava, Michele Volpi, Devis Tuia:
Joint height estimation and semantic labeling of monocular aerial images with CNNS. IGARSS 2017: 5173-5176 - [c60]Benjamin Bechtel, Olaf Conrad, Matthias Tamminga, Marie-Leen Verdonck, Frieke Van Coillie, Devis Tuia, Matthias Demuzere, Linda See, Patricia Lopes, Cidália Costa Fonte, Yong Xu, Chao Ren, Gerald Mills, N. Kaloustian, Arthur Cassone:
Beyond the urban mask. JURSE 2017: 1-4 - [c59]Benjamin Kellenberger, Michele Volpi, Devis Tuia:
Learning class- and location-specific priors for urban semantic labeling with CNNs. JURSE 2017: 1-4 - [c58]Devis Tuia, Gabriele Moser, Michael Wurm, Hannes Taubenböck:
Land use modeling in North Rhine-Westphalia with interaction and scaling laws. JURSE 2017: 1-4 - [i11]Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar:
Towards seamless multi-view scene analysis from satellite to street-level. CoRR abs/1705.08101 (2017) - [i10]Rey Nicolas, Michele Volpi, Stéphane Joost, Devis Tuia:
Detecting animals in African Savanna with UAVs and the crowds. CoRR abs/1709.01722 (2017) - [i9]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
- [j48]Ferda Ofli, Patrick Meier, Muhammad Imran, Carlos Castillo, Devis Tuia, Rey Nicolas, Julien Briant, Pauline M. Rudd, Friedrich Reinhard, Matthew Parkan, Stéphane Joost:
Combining Human Computing and Machine Learning to Make Sense of Big (Aerial) Data for Disaster Response. Big Data 4(1): 47-59 (2016) - [j47]Devis Tuia, Paolo Gamba, Carsten Jürgens, Derya Maktav:
Foreword to the Special Issue on Urban Remote Sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(5): 1763-1766 (2016) - [j46]Devis Tuia, Jan Dirk Wegner, Clément Mallet, Michael Ying Yang:
Foreword to the Special Issue on "GeoVision: Computer Vision for Geospatial Applications". IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(7): 2840-2843 (2016) - [j45]Manuel Campos-Taberner, Adriana Romero-Soriano, Carlo Gatta, Gustau Camps-Valls, Adrien Lagrange, Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu, Michal Shimoni, Gabriele Moser, Devis Tuia:
Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest-Part A: 2-D Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(12): 5547-5559 (2016) - [j44]Anh-Vu Vo, Linh Truong-Hong, Debra F. Laefer, Dirk Tiede, Sebastian d'Oleire-Oltmanns, Andrea Baraldi, Michal Shimoni, Gabriele Moser, Devis Tuia:
Processing of Extremely High Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest - Part B: 3-D Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(12): 5560-5575 (2016) - [j43]Frank de Morsier, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran, Devis Tuia:
Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 54(6): 3410-3420 (2016) - [j42]Qingwang Wang, Yanfeng Gu, Devis Tuia:
Discriminative Multiple Kernel Learning for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 54(7): 3912-3927 (2016) - [j41]Devis Tuia, Rémi Flamary, Michel Barlaud:
Nonconvex Regularization in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 54(11): 6470-6480 (2016) - [c57]Diego Marcos, Raffay Hamid, Devis Tuia:
Geospatial Correspondences for Multimodal Registration. CVPR 2016: 5091-5100 - [c56]Diego Marcos, Michele Volpi, Devis Tuia:
Learning rotation invariant convolutional filters for texture classification. ICPR 2016: 2012-2017 - [c55]Michele Volpi, Devis Tuia:
Semantic labeling of aerial images by learning class-specific object proposals. IGARSS 2016: 1556-1559 - [c54]Devis Tuia, Michele Volpi, Gabriele Moser:
Getting pixels and regions to agree with conditional random fields. IGARSS 2016: 3290-3293 - [c53]Diego Marcos, Michele Volpi, Devis Tuia:
Solving structured segmentation of aerial images as puzzles. IGARSS 2016: 3346-3349 - [c52]Nicolas Courty, Rémi Flamary, Devis Tuia, Thomas Corpetti:
Optimal transport for data fusion in remote sensing. IGARSS 2016: 3571-3574 - [i8]Diego Marcos, Michele Volpi, Devis Tuia:
Learning rotation invariant convolutional filters for texture classification. CoRR abs/1604.06720 (2016) - [i7]Devis Tuia, Rémi Flamary, Nicolas Courty:
Multiclass feature learning for hyperspectral image classification: sparse and hierarchical solutions. CoRR abs/1606.07279 (2016) - [i6]Devis Tuia, Rémi Flamary, Michel Barlaud:
Non-convex regularization in remote sensing. CoRR abs/1606.07289 (2016) - [i5]Michele Volpi, Devis Tuia:
Dense semantic labeling of sub-decimeter resolution images with convolutional neural networks. CoRR abs/1608.00775 (2016) - [i4]Diego Marcos, Michele Volpi, Nikos Komodakis, Devis Tuia:
Rotation equivariant vector field networks. CoRR abs/1612.09346 (2016) - 2015
- [j40]Lian-Zhi Huo, Ping Tang, Zheng Zhang, Devis Tuia:
Semisupervised Classification of Remote Sensing Images With Hierarchical Spatial Similarity. IEEE Geosci. Remote. Sens. Lett. 12(1): 150-154 (2015) - [j39]Luis Gómez-Chova, Devis Tuia, Gabriele Moser, Gustau Camps-Valls:
Multimodal Classification of Remote Sensing Images: A Review and Future Directions. Proc. IEEE 103(9): 1560-1584 (2015) - [j38]Frank de Morsier, Devis Tuia, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran:
Cluster validity measure and merging system for hierarchical clustering considering outliers. Pattern Recognit. 48(4): 1478-1489 (2015) - [j37]Devis Tuia, Sebastián López, Michael E. Schaepman, Jocelyn Chanussot:
Foreword to the Special Issue on Hyperspectral Image and Signal Processing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8(6): 2337-2340 (2015) - [j36]Wenzhi Liao, Xin Huang, Frieke Van Coillie, Sidharta Gautama, Aleksandra Pizurica, Wilfried Philips, Hui Liu, Tingting Zhu, Michal Shimoni, Gabriele Moser, Devis Tuia:
Processing of Multiresolution Thermal Hyperspectral and Digital Color Data: Outcome of the 2014 IEEE GRSS Data Fusion Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8(6): 2984-2996 (2015) - [j35]Jelena Stamenkovic, Paolo Ferrazzoli, Leila Guerriero, Devis Tuia, Jean-Philippe Thiran:
Joining a Discrete Radiative Transfer Model and a Kernel Retrieval Algorithm for Soil Moisture Estimation From SAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8(7): 3463-3475 (2015) - [j34]Giona Matasci, Michele Volpi, Mikhail F. Kanevski, Lorenzo Bruzzone, Devis Tuia:
Semisupervised Transfer Component Analysis for Domain Adaptation in Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 53(7): 3550-3564 (2015) - [c51]Valero Laparra, Diego Marcos Gonzalez, Devis Tuia, Gustau Camps-Valls:
Large-scale random features for kernel regression. IGARSS 2015: 17-20 - [c50]Matthew Parkan, Devis Tuia:
Individual tree segmentation in deciduous forests using geodesic voting. IGARSS 2015: 637-640 - [c49]Diego Marcos Gonzalez, Gustau Camps-Valls, Devis Tuia:
Weakly supervised alignment of multisensor images. IGARSS 2015: 2588-2591 - [c48]Devis Tuia, Rémi Flamary, Michel Barlaud:
To be or not to be convex? A study on regularization in hyperspectral image classification. IGARSS 2015: 4947-4950 - [c47]Arnaud Poncet Montanges, Gabriele Moser, Hannes Taubenböck, Michael Wurm, Devis Tuia:
Classification of urban structural types with multisource data and structured models. JURSE 2015: 1-4 - [c46]Devis Tuia, Rémi Flamary, Alain Rakotomamonjy, Nicolas Courty:
Multitemporal classification without new labels: A solution with optimal transport. MultiTemp 2015: 1-4 - [i3]Devis Tuia, Gustau Camps-Valls:
Kernel Manifold Alignment. CoRR abs/1504.02338 (2015) - [i2]Nicolas Courty, Rémi Flamary, Devis Tuia, Alain Rakotomamonjy:
Optimal Transport for Domain Adaptation. CoRR abs/1507.00504 (2015) - 2014
- [j33]Valero Laparra, Sandra Jiménez, Devis Tuia, Gustau Camps-Valls, Jesús Malo:
Principal Polynomial Analysis. Int. J. Neural Syst. 24(7) (2014) - [j32]Michele Volpi, Giona Matasci, Mikhail F. Kanevski, Devis Tuia:
Semi-supervised multiview embedding for hyperspectral data classification. Neurocomputing 145: 427-437 (2014) - [j31]Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson:
Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods. IEEE Signal Process. Mag. 31(1): 45-54 (2014) - [j30]Devis Tuia, Erzsébet Merényi, Xiuping Jia, Manuel Graña Romay:
Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7(4): 1007-1011 (2014) - [j29]Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery:
SVM Active Learning Approach for Image Classification Using Spatial Information. IEEE Trans. Geosci. Remote. Sens. 52(4): 2217-2233 (2014) - [j28]Devis Tuia, Michele Volpi, Mauro Dalla Mura, Alain Rakotomamonjy, Rémi Flamary:
Automatic Feature Learning for Spatio-Spectral Image Classification With Sparse SVM. IEEE Trans. Geosci. Remote. Sens. 52(10): 6062-6074 (2014) - [j27]Devis Tuia, Michele Volpi, Maxime Trolliet, Gustavo Camps-Valls:
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 52(12): 7708-7720 (2014) - [j26]Devis Tuia, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls:
Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces. IEEE Trans. Neural Networks Learn. Syst. 25(7): 1413-1419 (2014) - [c45]Devis Tuia, Michele Volpi, Gustau Camps-Valls:
Unsupervised Alignment of Image Manifolds with Centrality Measures. ICPR 2014: 912-917 - [c44]Julien Rebetez, Devis Tuia, Nicolas Courty:
Network-Based Correlated Correspondence for Unsupervised Domain Adaptation of Hyperspectral Satellite Images. ICPR 2014: 3921-3926 - [c43]Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Pieter Kempeneers, Paul Scheunders:
Spectral adaptation of hyperspectral flight lines using VHR contextual information. IGARSS 2014: 2953-2956 - [c42]Jelena Stamenkovic, Paolo Ferrazzoli, Leila Guerriero, Devis Tuia, Jean-Philippe Thiran, Maurice Borgeaud:
Crop backscatter modeling and soil moisture estimation with support vector regression. IGARSS 2014: 3228-3231 - [c41]Devis Tuia:
Weakly supervised alignment of image manifolds with semantic ties. IGARSS 2014: 3546-3549 - [c40]Giona Matasci, Frank de Morsier, Mikhail F. Kanevski, Devis Tuia:
Domain adaptation in remote sensing through cross-image synthesis with dictionaries. IGARSS 2014: 3714-3717 - [c39]Frank de Morsier, Devis Tuia, Maurice Borgeaucft, Volker Gass, Jean-Philippe Thiran:
Non-linear low-rank and sparse representation for hyperspectral image analysis. IGARSS 2014: 4648-4651 - [c38]Timothée Produit, Devis Tuia, Frank de Morsier, François Golay:
Do geographic features impact pictures location shared on the Web? Modeling photographic suitability in the Swiss Alps. EMR@ICMR 2014: 22-29 - [c37]Nicolas Courty, Rémi Flamary, Devis Tuia:
Domain Adaptation with Regularized Optimal Transport. ECML/PKDD (1) 2014: 274-289 - [c36]Jelena Stamenkovic, Claudia Notarnicola, Nadine Spindler, Giovanni Cuozzo, Giacomo Bertoldi, Stefano Della Chiesa, Georg Niedrist, Felix Greifeneder, Devis Tuia, Maurice Borgeaud, Jean-Philippe Thiran:
Soil moisture estimation using synergy of optical, SAR, and topographic data with Gaussian Process Regression. SAR 2014: 92430R - [c35]Diego Marcos Gonzalez, Frank de Morsier, Giona Matasci, Devis Tuia, Jean-Philippe Thiran:
Hierarchical sparse representation for dictionary-based classification of hyperspectral images. WHISPERS 2014: 1-4 - [c34]Michele Volpi, Devis Tuia:
Spatially aware supervised nonlinear dimensionality reduction for hyperspectral data. WHISPERS 2014: 1-4 - 2013
- [j25]Michele Volpi, Devis Tuia, Francesca Bovolo, Mikhail F. Kanevski, Lorenzo Bruzzone:
Supervised change detection in VHR images using contextual information and support vector machines. Int. J. Appl. Earth Obs. Geoinformation 20: 77-85 (2013) - [j24]Melba M. Crawford, Devis Tuia, Hsiuhan Lexie Yang:
Active Learning: Any Value for Classification of Remotely Sensed Data? Proc. IEEE 101(3): 593-608 (2013) - [j23]Devis Tuia, Jordi Muñoz-Marí, Luis Gómez-Chova, Jesus Malo:
Graph Matching for Adaptation in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 51(1): 329-341 (2013) - [j22]Devis Tuia, Jordi Muñoz-Marí:
Learning User's Confidence for Active Learning. IEEE Trans. Geosci. Remote. Sens. 51(2): 872-880 (2013) - [j21]Frank de Morsier, Devis Tuia, Maurice Borgeaud, Volker Gass, Jean-Philippe Thiran:
Semi-Supervised Novelty Detection Using SVM Entire Solution Path. IEEE Trans. Geosci. Remote. Sens. 51(4-1): 1939-1950 (2013) - [c33]Michele Volpi, Giona Matasci, Mikhail F. Kanevski, Devis Tuia:
Multi-view feature extraction for hyperspectral image classification. ESANN 2013 - [c32]S. Ranoeliarivao, Frank de Morsier, Devis Tuia, S. Rakotoniaina, Maurice Borgeaud, Jean-Philippe Thiran, S. Rakotondraompiana:
Multisource clustering of remote sensing images with Entropy-based Dempster-Shafer fusion. EUSIPCO 2013: 1-5 - [c31]Giona Matasci, Lorenzo Bruzzone, Michele Volpi, Devis Tuia, Mikhail F. Kanevski:
Investigating Feature Extraction for Domain Adaptation in Remote Sensing Image Classification. ICPRAM 2013: 419-424 - [c30]Devis Tuia, Maxime Trolliet, Michele Volpi:
Multisensor alignment of image manifolds. IGARSS 2013: 1246-1249 - [c29]Michele Volpi, Frank de Morsier, Gustavo Camps-Valls, Mikhail F. Kanevski, Devis Tuia:
Multi-sensor change detection based on nonlinear canonical correlations. IGARSS 2013: 1944-1947 - [c28]Devis Tuia, Michele Volpi, Mauro Dalla Mura, Alain Rakotomamonjy, Rémi Flamary:
Create the relevant spatial filterbank in the hyperspectral jungle. IGARSS 2013: 2172-2175 - [c27]Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Birgen Haest, Paul Scheunders:
Domain adaptation with Hidden Markov Random Fields. IGARSS 2013: 3112-3115 - [c26]Giona Matasci, Nathan Longbotham, Fabio Pacifici, Mikhail F. Kanevski, Devis Tuia:
Statistical assessment of dataset shift and model portability in multi-angle in-track image acquisitions. IGARSS 2013: 4134-4137 - [c25]Jelena Stamenkovic, Devis Tuia, Frank de Morsier, Maurice Borgeaud, Jean-Philippe Thiran:
Estimation of soil moisture from airborne hyperspectral imagery with support vector regression. WHISPERS 2013: 1-4 - [i1]Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson:
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods. CoRR abs/1310.5107 (2013) - 2012
- [j20]Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski:
Unsupervised Change Detection With Kernels. IEEE Geosci. Remote. Sens. Lett. 9(6): 1026-1030 (2012) - [j19]Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls:
Remote sensing image segmentation by active queries. Pattern Recognit. 45(6): 2180-2192 (2012) - [j18]Nathan Longbotham, Fabio Pacifici, Taylor C. Glenn, Alina Zare, Michele Volpi, Devis Tuia, Emmanuel Christophe, Julien Michel, Jordi Inglada, Jocelyn Chanussot, Qian Du:
Multi-Modal Change Detection, Application to the Detection of Flooded Areas: Outcome of the 2009-2010 Data Fusion Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 5(1): 331-342 (2012) - [j17]Giona Matasci, Devis Tuia, Mikhail F. Kanevski:
SVM-Based Boosting of Active Learning Strategies for Efficient Domain Adaptation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 5(5): 1335-1343 (2012) - [j16]Michele Volpi, Devis Tuia, Mikhail F. Kanevski:
Memory-Based Cluster Sampling for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 50(8): 3096-3106 (2012) - [j15]Jordi Muñoz-Marí, Devis Tuia, Gustavo Camps-Valls:
Semisupervised Classification of Remote Sensing Images With Active Queries. IEEE Trans. Geosci. Remote. Sens. 50(10): 3751-3763 (2012) - [j14]Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls, Alain Rakotomamonjy:
Large Margin Filtering. IEEE Trans. Signal Process. 60(2): 648-659 (2012) - [c24]Devis Tuia, Mauro Dalla Mura, Michele Volpi, Rémi Flamary, Alain Rakotomamonjy:
Discovering relevant spatial filterbanks for VHR image classification. ICPR 2012: 3212-3215 - [c23]Devis Tuia, Jordi Muñoz-Marí:
Putting the user into the active learning loop: Towards realistic but efficient photointerpretation. IGARSS 2012: 75-78 - [c22]Michele Volpi, Giona Matasci, Devis Tuia, Mikhail F. Kanevski:
Enhanced change detection using nonlinear feature extraction. IGARSS 2012: 6757-6760 - [c21]Mirco Furlani, Devis Tuia, Jordi Muñoz-Marí, Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone:
Discovering single classes in remote sensing images with active learning. IGARSS 2012: 7341-7344 - [c20]Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo:
Nonlinear data description with Principal Polynomial Analysis. MLSP 2012: 1-6 - 2011
- [b1]Gustavo Camps-Valls, Devis Tuia, Luis Gómez-Chova, Sandra Jiménez, Jesús Malo:
Remote Sensing Image Processing. Synthesis Lectures on Image, Video, and Multimedia Processing, Morgan & Claypool Publishers 2011, ISBN 978-3-031-01119-1 - [j13]Devis Tuia, Michele Volpi, Loris Copa, Mikhail F. Kanevski, Jordi Muñoz-Marí:
A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification. IEEE J. Sel. Top. Signal Process. 5(3): 606-617 (2011) - [j12]Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls:
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation. IEEE Geosci. Remote. Sens. Lett. 8(4): 804-808 (2011) - [j11]Devis Tuia, Gustavo Camps-Valls:
Urban Image Classification With Semisupervised Multiscale Cluster Kernels. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 4(1): 65-74 (2011) - [j10]Devis Tuia, Jordi Muñoz-Marí, Mikhail F. Kanevski, Gustavo Camps-Valls:
Structured Output SVM for Remote Sensing Image Classification. J. Signal Process. Syst. 65(3): 301-310 (2011) - [c19]Devis Tuia, Gustavo Camps-Valls, Manel Martínez-Ramón:
Explicit recursivity into reproducing kernel Hilbert spaces. ICASSP 2011: 4148-4151 - [c18]Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski:
Unsupervised change detection in the feature space using kernels. IGARSS 2011: 106-109 - [c17]Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls:
Large scale semi-supervised image segmentation with active queries. IGARSS 2011: 2653-2656 - [c16]Devis Tuia, Jordi Muñoz-Marí, Jesus Malo:
Graph matching for efficient classifiers adaptation. IGARSS 2011: 3712-3715 - [c15]Giona Matasci, Devis Tuia, Mikhail F. Kanevski:
Domain separation for efficient adaptive active learning. IGARSS 2011: 3716-3719 - [c14]Edoardo Pasolli, Farid Melgani, Devis Tuia, Fabio Pacifici, William J. Emery:
Improving active learning methods using spatial information. IGARSS 2011: 3923-3926 - [c13]Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo:
Principal polynomial analysis for remote sensing data processing. IGARSS 2011: 4180-4183 - [c12]Devis Tuia, Edoardo Pasolli, William J. Emery:
Dataset shift adaptation with active queries. JURSE 2011: 121-124 - 2010
- [j9]Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, Gustavo Camps-Valls:
Multisource Composite Kernels for Urban-Image Classification. IEEE Geosci. Remote. Sens. Lett. 7(1): 88-92 (2010) - [j8]Devis Tuia, Frédéric Ratle, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery:
Correction to "Active Learning Methods for Remote Sensing Image Classification" [Jul 09 2218-2232]. IEEE Trans. Geosci. Remote. Sens. 48(6): 2767 (2010) - [j7]Devis Tuia, Gustavo Camps-Valls, Giona Matasci, Mikhail F. Kanevski:
Learning Relevant Image Features With Multiple-Kernel Classification. IEEE Trans. Geosci. Remote. Sens. 48(10): 3780-3791 (2010) - [c11]Loris Foresti, Devis Tuia, Vadim Timonin, Mikhail F. Kanevski:
Time series input selection using multiple kernel learning. ESANN 2010 - [c10]Gustavo Camps-Valls, Devis Tuia, Valero Laparra, Jesús Malo:
Estimating biophysical variable dependences with kernels. IGARSS 2010: 828-831 - [c9]Michele Volpi, Devis Tuia, Mikhail F. Kanevski:
Advanced active sampling for remote sensing image classification. IGARSS 2010: 1414-1417 - [c8]Devis Tuia, Mikhail F. Kanevski, Jordi Muñoz-Marí, Gustavo Camps-Valls:
Cluster-based active learning for compact image classification. IGARSS 2010: 2824-2827 - [c7]Maciel Zortea, Devis Tuia, Fabio Pacifici, Antonio J. Plaza:
Spectral-textural endmember extraction. WHISPERS 2010: 1-4
2000 – 2009
- 2009
- [j6]Devis Tuia, Gustavo Camps-Valls:
Semisupervised Remote Sensing Image Classification With Cluster Kernels. IEEE Geosci. Remote. Sens. Lett. 6(2): 224-228 (2009) - [j5]Devis Tuia, Christian Kaiser, Antonio Da Cunha, Mikhail F. Kanevski:
Clustering and Hot Spot Detection in Socio-economic Spatio-temporal Data. Trans. Comput. Sci. 6: 234-250 (2009) - [j4]Devis Tuia, Frédéric Ratle, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery:
Active Learning Methods for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 47(7-2): 2218-2232 (2009) - [j3]Giorgio Licciardi, Fabio Pacifici, Devis Tuia, Saurabh Prasad, Terrance West, Ferdinando Giacco, Christian Thiel, Jordi Inglada, Emmanuel Christophe, Jocelyn Chanussot, Paolo Gamba:
Decision Fusion for the Classification of Hyperspectral Data: Outcome of the 2008 GRS-S Data Fusion Contest. IEEE Trans. Geosci. Remote. Sens. 47(11): 3857-3865 (2009) - [j2]Devis Tuia, Fabio Pacifici, Mikhail F. Kanevski, William J. Emery:
Classification of Very High Spatial Resolution Imagery Using Mathematical Morphology and Support Vector Machines. IEEE Trans. Geosci. Remote. Sens. 47(11): 3866-3879 (2009) - [c6]Loris Foresti, Devis Tuia, Alexei Pozdnoukhov, Mikhail F. Kanevski:
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields. ICANN (2) 2009: 933-943 - [c5]Devis Tuia, Gustavo Camps-Valls:
Recent advances in remote sensing image processing. ICIP 2009: 3705-3708 - [c4]Devis Tuia, Giona Matasci, Gustavo Camps-Valls, Mikhail F. Kanevski:
Learning the Relevant Image Features with Multiple Kernels. IGARSS (2) 2009: 65-68 - 2008
- [j1]Dominique Fasbender, Devis Tuia, Patrick Bogaert, Mikhail F. Kanevski:
Support-Based Implementation of Bayesian Data Fusion for Spatial Enhancement: Applications to ASTER Thermal Images. IEEE Geosci. Remote. Sens. Lett. 5(4): 598-602 (2008) - [c3]Devis Tuia, Christian Kaiser, Antonio Da Cunha, Mikhail F. Kanevski:
Socio-economic Data Analysis with Scan Statistics and Self-organizing Maps. ICCSA (1) 2008: 52-64 - [c2]Devis Tuia, Frédéric Ratle, Fabio Pacifici, Alexei Pozdnoukhov, Mikhail F. Kanevski, Fabio Del Frate, Domenico Solimini, William J. Emery:
Active Learning of Very-High Resolution Optical Imagery with SVM: Entropy vs Margin Sampling. IGARSS (4) 2008: 73-76 - [c1]Devis Tuia, Fabio Pacifici, Alexei Pozdnoukhov, Christian Kaiser, Domenico Solimini, William J. Emery:
Very-High Resolution Image Classification using Morphological Operators and SVM. IGARSS (4) 2008: 220-223
Coauthor Index
Gustau Camps-Valls
aka: Gustavo Camps-Valls
aka: Gustavo Camps-Valls
Javiera Castillo-Navarro
aka: Javiera Castillo Navarro
aka: Javiera Castillo Navarro
Diego Marcos
aka: Diego Marcos Gonzalez
aka: Diego Marcos Gonzalez
[i63] [i58] [c105] [i55] [j71] [j69] [j68] [j67] [c96] [d7] [d6] [c95] [c93] [c91] [i45] [i44] [j62] [j60] [c89] [c88] [c87] [c84] [i33] [i29] [i28] [j57] [c81] [c80] [c79] [c78] [c75] [i23] [i21] [c73] [c70] [c68] [c67] [c65] [i20] [i19] [i16] [i14] [c64] [c57] [c56] [c53] [i8] [i4] [c51] [c49] [c35]
John E. Vargas-Munoz
aka: John E. Vargas-Muñoz
aka: John E. Vargas-Muñoz
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