Deep learning in remote sensing: A comprehensive review and list of resources XX Zhu, D Tuia, L Mou, GS Xia, L Zhang, F Xu, F Fraundorfer IEEE geoscience and remote sensing magazine 5 (4), 8-36, 2017 | 2809 | 2017 |
Optimal transport for domain adaptation N Courty, R Flamary, D Tuia, A Rakotomamonjy IEEE Transactions on Pattern Analysis and Machine Intelligence 39 (9), 1853-1865, 2017 | 1072 | 2017 |
Deepglobe 2018: A challenge to parse the earth through satellite images I Demir, K Koperski, D Lindenbaum, G Pang, J Huang, S Basu, F Hughes, ... Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018 | 899 | 2018 |
Advances in hyperspectral image classification: Earth monitoring with statistical learning methods G Camps-Valls, D Tuia, L Bruzzone, JA Benediktsson IEEE signal processing magazine 31 (1), 45-54, 2013 | 785 | 2013 |
A survey of active learning algorithms for supervised remote sensing image classification D Tuia, M Volpi, L Copa, M Kanevski, J Munoz-Mari IEEE Journal of Selected Topics in Signal Processing 5 (3), 606-617, 2011 | 612 | 2011 |
Active learning methods for remote sensing image classification D Tuia, F Ratle, F Pacifici, MF Kanevski, WJ Emery IEEE Transactions on Geoscience and Remote Sensing 47 (7), 2218-2232, 2009 | 595 | 2009 |
Dense semantic labeling of subdecimeter resolution images with convolutional neural networks M Volpi, D Tuia IEEE Transactions on Geoscience and Remote Sensing 55 (2), 881-893, 2016 | 552 | 2016 |
Domain adaptation for the classification of remote sensing data: An overview of recent advances D Tuia, C Persello, L Bruzzone IEEE geoscience and remote sensing magazine 4 (2), 41-57, 2016 | 502 | 2016 |
Deepjdot: Deep joint distribution optimal transport for unsupervised domain adaptation BB Damodaran, B Kellenberger, R Flamary, D Tuia, N Courty Proceedings of the European conference on computer vision (ECCV), 447-463, 2018 | 481 | 2018 |
Multimodal classification of remote sensing images: A review and future directions L Gómez-Chova, D Tuia, G Moser, G Camps-Valls Proceedings of the IEEE 103 (9), 1560-1584, 2015 | 417 | 2015 |
Perspectives in machine learning for wildlife conservation D Tuia, B Kellenberger, S Beery, BR Costelloe, S Zuffi, B Risse, A Mathis, ... Nature communications 13 (1), 1-15, 2022 | 339 | 2022 |
Supervised change detection in VHR images using contextual information and support vector machines M Volpi, D Tuia, F Bovolo, M Kanevski, L Bruzzone International Journal of Applied Earth Observation and Geoinformation 20, 77-85, 2013 | 318 | 2013 |
Multioutput support vector regression for remote sensing biophysical parameter estimation D Tuia, J Verrelst, L Alonso, F Pérez-Cruz, G Camps-Valls IEEE Geoscience and Remote Sensing Letters 8 (4), 804-808, 2011 | 317 | 2011 |
Detecting mammals in UAV images: Best practices to address a substantially imbalanced dataset with deep learning B Kellenberger, D Marcos, D Tuia Remote sensing of environment 216, 139-153, 2018 | 306 | 2018 |
Rotation equivariant vector field networks D Marcos, M Volpi, N Komodakis, D Tuia Proceedings of the IEEE International Conference on Computer Vision, 5048-5057, 2017 | 290 | 2017 |
Domain adaptation with regularized optimal transport N Courty, R Flamary, D Tuia Machine Learning and Knowledge Discovery in Databases: European Conference …, 2014 | 251 | 2014 |
Remote sensing image processing G Camps-Valls, D Tuia, L Gómez-Chova, S Jiménez, J Malo Morgan & Claypool Publishers, 2011 | 251 | 2011 |
Land cover mapping at very high resolution with rotation equivariant CNNs: Towards small yet accurate models D Marcos, M Volpi, B Kellenberger, D Tuia ISPRS journal of photogrammetry and remote sensing 145, 96-107, 2018 | 246 | 2018 |
Learning relevant image features with multiple-kernel classification D Tuia, G Camps-Valls, G Matasci, M Kanevski IEEE Transactions on Geoscience and Remote Sensing 48 (10), 3780-3791, 2010 | 246 | 2010 |
Processing of multiresolution thermal hyperspectral and digital color data: Outcome of the 2014 IEEE GRSS data fusion contest W Liao, X Huang, F Van Coillie, S Gautama, A Pižurica, W Philips, H Liu, ... IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2015 | 240 | 2015 |