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ORCIDMariana Belgiu
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2020 – today
- 2024
[j19]Mengmeng Li
, Xiaomin Feng, Mariana Belgiu:
Mapping tobacco planting areas in smallholder farmlands using Phenological-Spatial-Temporal LSTM from time-series Sentinel-1 SAR images. Int. J. Appl. Earth Obs. Geoinformation 129: 103826 (2024)- [j18]Chenxi Duan, Mariana Belgiu, Alfred Stein:
Efficient Cloud Removal Network for Satellite Images Using SAR-Optical Image Fusion. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024) - [j17]Sina Mohammadi, Mariana Belgiu, Alfred Stein:
Few-Shot Learning for Crop Mapping from Satellite Image Time Series. Remote. Sens. 16(6): 1026 (2024) - [j16]João P. S. Werner, Mariana Belgiu, Inácio T. Bueno, Aliny A. Dos Reis, Ana P. S. G. D. Toro, João F. G. Antunes, Alfred Stein, Rubens A. C. Lamparelli, Paulo Sergio Graziano Magalhães, Alexandre Camargo Coutinho, Júlio C. D. M. Esquerdo, Gleyce Kelly Dantas Araújo Figueiredo:
Mapping Integrated Crop-Livestock Systems Using Fused Sentinel-2 and PlanetScope Time Series and Deep Learning. Remote. Sens. 16(8): 1421 (2024) - [j15]Beatrice Kaijage, Mariana Belgiu, Wietske Bijker:
Spatially Explicit Active Learning for Crop-Type Mapping from Satellite Image Time Series. Sensors 24(7): 2108 (2024) - [c9]Keltoum Khechba, Mariana Belgiu, Ahmed Laamrani, Qi Dong, Alfred Stein, Abdelghani G. Chehbouni:
Stratified Machine Learning Models for Wheat Yield Estimation Using Remote Sensing Data. IGARSS 2024: 1946-1949 - [c8]Mariana Belgiu, Yolla Al Asmar, Raian Vargas Maretto, Hanh La, Stanislav Ronzhin, Heidi Thiemann, Silva Kerkezian, Mari Kolehmainen, Jean-David Bodenan, Danijela Stupar, Nicolas Peter, George Petrakis, Christie Maddock, Emmanouil Detsis:
Gathering, Structuring, and Analyzing the Space-Related Educational Programs and Their Courses at the Bachelor, Master, PhD, and Continuous Education Levels. IGARSS 2024: 3732-3735 - [c7]Chenxi Duan, Mariana Belgiu, Alfred Stein:
Multi-Feature Fusion Network for Efficient Cloud Removal Using SAR-Optical Image Fusion. IGARSS 2024: 9062-9065 - 2023
- [c6]Srikumar Sastry, Nathan Jacobs, Mariana Belgiu, Raian Vargas Maretto:
Task Agnostic Cost Prediction Module for Semantic Labeling in Active Learning. IGARSS 2023: 4990-4993 - 2022
- [j14]Caroline M. Gevaert, Mariana Belgiu:
Assessing the generalization capability of deep learning networks for aerial image classification using landscape metrics. Int. J. Appl. Earth Obs. Geoinformation 114: 103054 (2022) - [j13]Alfred Stein, Claudio Detotto, Mariana Belgiu:
A spatial statistical study of the distribution of Sardinian nuraghes. Ann. GIS 28(3): 245-261 (2022) - 2021
- [j12]Mariana Belgiu, Wietske Bijker, Ovidiu Csillik, Alfred Stein:
Phenology-based sample generation for supervised crop type classification. Int. J. Appl. Earth Obs. Geoinformation 95: 102264 (2021) - [j11]Wisdom Simataa Moola, Wietske Bijker, Mariana Belgiu, Mengmeng Li:
Vegetable mapping using fuzzy classification of Dynamic Time Warping distances from time series of Sentinel-1A images. Int. J. Appl. Earth Obs. Geoinformation 102: 102405 (2021) - [j10]Shobitha Shetty, Prasun Kumar Gupta, Mariana Belgiu, S. K. Srivastav:
Assessing the Effect of Training Sampling Design on the Performance of Machine Learning Classifiers for Land Cover Mapping Using Multi-Temporal Remote Sensing Data and Google Earth Engine. Remote. Sens. 13(8): 1433 (2021) - [j9]Maxwell Owusu, Monika Kuffer, Mariana Belgiu, Taïs Grippa, Moritz Lennert, Stefanos Georganos, Sabine Vanhuysse:
Towards user-driven earth observation-based slum mapping. Comput. Environ. Urban Syst. 89: 101681 (2021) - [c5]Mariana Belgiu, Michael T. Marshall, Mirco Boschetti, Monica Pepe, Alfred Stein, Caroline Lievens:
HyNutri: Estimating the Nutritional Composition of Wheat from Multi-Temporal Prisma Data. IGARSS 2021: 471-474 - [c4]Anushree Badola, Hitendra Padalia, Mariana Belgiu, Prabhakar Alok Verma:
Tree Species Mapping in Tropical Forests Using Hyperspectral Remote Sensing and Machine Learning. IGARSS 2021: 5421-5424 - [c3]Maxwell Owusu, Monika Kuffer, Mariana Belgiu, Taïs Grippa, Moritz Lennert, Stefanos Georganos, Sabine Vanhuysse:
Geo-Ethics in Slum Mapping. IGARSS 2021: 5700-5703 - [c2]Sina Mohammadi, Mariana Belgiu, Alfred Stein:
3D Fully Convolutional Neural Networks with Intersection over Union Loss for Crop Mapping from Multi-Temporal Satellite Images. IGARSS 2021: 5834-5837 - [i1]Sina Mohammadi, Mariana Belgiu, Alfred Stein:
3D Fully Convolutional Neural Networks with Intersection Over Union Loss for Crop Mapping from Multi-Temporal Satellite Images. CoRR abs/2102.07280 (2021)
2010 – 2019
- 2019
- [j8]Lucian Dragut, Mariana Belgiu, George Popescu, Peter Bandura:
Sensitivity of multiresolution segmentation to spatial extent. Int. J. Appl. Earth Obs. Geoinformation 81: 146-153 (2019) - [j7]Verónica Andreo, Mariana Belgiu, Diana Brito Hoyos, Frank B. Osei, Cecilia Provensal, Alfred Stein:
Rodents and satellites: Predicting mice abundance and distribution with Sentinel-2 data. Ecol. Informatics 51: 157-167 (2019) - [j6]Mariana Belgiu, Alfred Stein:
Spatiotemporal Image Fusion in Remote Sensing. Remote. Sens. 11(7): 818 (2019) - [j5]Ovidiu Csillik, Mariana Belgiu, Gregory P. Asner, Maggi Kelly:
Object-Based Time-Constrained Dynamic Time Warping Classification of Crops Using Sentinel-2. Remote. Sens. 11(10): 1257 (2019) - 2016
- [j4]Dirk Tiede, Martin Sudmanns, Andrea Baraldi, Mariana Belgiu, Stefan Lang:
ImageQuerying - prototypische Implementierung eines Systems zur raumzeitlichen und inhaltsbasierten Satellitenbildsuche und Satellitenbildanalyse. AGIT Journal Angew. Geoinformatik 2: 80-85 (2016) - 2015
- [j3]Mariana Belgiu, Josef Strobl, Gudrun Wallentin:
Open Geospatial Education. ISPRS Int. J. Geo Inf. 4(2): 697-710 (2015) - 2014
- [j2]Mariana Belgiu, Ivan Tomljenovic, Thomas J. Lampoltshammer, Thomas Blaschke, Bernhard Höfle:
Ontology-Based Classification of Building Types Detected from Airborne Laser Scanning Data. Remote. Sens. 6(2): 1347-1366 (2014) - [c1]Barbara Hofer, Thomas J. Lampoltshammer, Mariana Belgiu:
Demography of Twitter Users in the City of London: An Exploratory Spatial Data Analysis Approach. CARTOCON 2014: 199-211 - 2012
- [j1]Bernhard Vockner, Mariana Belgiu, Manfred Mittlboeck:
Recommender-based enhancement of discovery in Geoportals. Int. J. Spatial Data Infrastructures Res. 7: 441-463 (2012)
Coauthor Index
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