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Seeing biodiversity: perspectives in machine learning for wildlife conservation


Oct 25, 2021
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 Berger-Wolf


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How to find a good image-text embedding for remote sensing visual question answering?


Sep 24, 2021
Christel Chappuis, Sylvain Lobry, Benjamin Kellenberger, Bertrand Le Saux, Devis Tuia

* 10 pages, 4 figures, presented in the MACLEAN workshop during ECML PKDD 2021 

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Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images


Aug 17, 2021
Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia

* accepted by 2021 IEEE/CVF International Conference on Computer Vision (ICCV) Workshops 

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Mapping Vulnerable Populations with AI


Jul 29, 2021
Benjamin Kellenberger, John E. Vargas-Muñoz, Devis Tuia, Rodrigo C. Daudt, Konrad Schindler, Thao T-T Whelan, Brenda Ayo, Ferda Ofli, Muhammad Imran


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Semisupervised Manifold Alignment of Multimodal Remote Sensing Images


Apr 15, 2021
Devis Tuia, Michele Volpi, Maxime Trolliet, Gustau Camps-Valls

* IEEE Transactions on Geoscience and Remote Sensing, 52(12): 7708 - 7720, 2014 

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Learning User's confidence for active learning


Apr 15, 2021
Devis Tuia, Jordi Munoz-Mari

* IEEE Transactions on Geoscience and Remote Sensing, 51(2): 872 - 880, 2013 

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A survey of active learning algorithms for supervised remote sensing image classification


Apr 15, 2021
Devis Tuia, Michele Volpi, Loris Copa, Mikhail Kanevski, Jordi Munoz-Mari

* IEEE Journal of Selected Topics in Signal Processing, 5(3): 606 - 617, 2011 

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Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data


Apr 15, 2021
Devis Tuia, Claudio Persello, Lorenzo Bruzzone

* IEEE Geoscience and Remote Sensing Magazine, 4(2): 41-57, 2016 

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Towards a Collective Agenda on AI for Earth Science Data Analysis


Apr 11, 2021
Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls

* In press at IEEE Geoscience and Remote Sensing Magazine 

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Self-supervised pre-training enhances change detection in Sentinel-2 imagery


Jan 20, 2021
Marrit Leenstra, Diego Marcos, Francesca Bovolo, Devis Tuia


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Semantic Segmentation of Remote Sensing Images with Sparse Annotations


Jan 10, 2021
Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia


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A deep network approach to multitemporal cloud detection


Dec 09, 2020
Devis Tuia, Benjamin Kellenberger, Adrian Pérez-Suay, Gustau Camps-Valls


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Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization


Dec 07, 2020
Devis Tuia, Diego Marcos, Gustau Camps-Valls

* ISPRS Journal of Photogrammetry and Remote Sensing 120, DOI: 10.1016/j.isprsjprs.2016.07.004 

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Contextual Semantic Interpretability


Sep 18, 2020
Diego Marcos, Ruth Fong, Sylvain Lobry, Remi Flamary, Nicolas Courty, Devis Tuia

* ACCV 2020 

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Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient


Sep 17, 2020
John E. Vargas-Muñoz, Devis Tuia, Alexandre X. Falcão


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OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing


Jul 13, 2020
John Vargas, Shivangi Srivastava, Devis Tuia, Alexandre Falcao


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Detecting Unsigned Physical Road Incidents from Driver-View Images


Apr 24, 2020
Alex Levering, Martin Tomko, Devis Tuia, Kourosh Khoshelham

* Preprint to T-IV paper 

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RSVQA: Visual Question Answering for Remote Sensing Data


Mar 16, 2020
Sylvain Lobry, Diego Marcos, Jesse Murray, Devis Tuia

* 12 pages, Submitted to IEEE Transactions on Geoscience and Remote Sensing 

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Semantically Interpretable Activation Maps: what-where-how explanations within CNNs


Sep 18, 2019
Diego Marcos, Sylvain Lobry, Devis Tuia

* 2019 ICCV Workshop on Interpreting and Explaining Visual Artificial Intelligence Models 

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Adaptive Compression-based Lifelong Learning


Jul 23, 2019
Shivangi Srivastava, Maxim Berman, Matthew B. Blaschko, Devis Tuia

* Accepted at BMVC 2019 

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Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning


Jul 17, 2019
Benjamin Kellenberger, Diego Marcos, Sylvain Lobry, Devis Tuia

* In press at IEEE Transactions on Geoscience and Remote Sensing (TGRS) 

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Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution


May 05, 2019
Shivangi Srivastava, John E. Vargas-Muñoz, Devis Tuia

* Remote Sensing of Environment, 228, pages 129 - 143, 2019 

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Pushing the right boundaries matters! Wasserstein Adversarial Training for Label Noise


Apr 08, 2019
Bharath Bhushan Damodaran, Kilian Fatras, Sylvain Lobry, Rémi Flamary, Devis Tuia, Nicolas Courty


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Correcting rural building annotations in OpenStreetMap using convolutional neural networks


Jan 24, 2019
John E. Vargas-Muñoz, Sylvain Lobry, Alexandre X. Falcão, Devis Tuia

* ISPRS Journal of Photogrammetry and Remote Sensing, 147, pages 283 - 293, 2019 

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DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation


Sep 05, 2018
Bharath Bhushan Damodaran, Benjamin Kellenberger, Rémi Flamary, Devis Tuia, Nicolas Courty

* in Proceedings of European Conference on Computer Vision 2018 (ECCV-2018) 
* European Conference on Computer Vision 2018 (ECCV-2018) 

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Decision fusion with multiple spatial supports by conditional random fields


Aug 24, 2018
Devis Tuia, Michele Volpi, Gabriele Moser

* IEEE Transactions on Geoscience and Remote Sensing, 56(6), 3277-3289, 2018 

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Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images


Aug 23, 2018
Michele Volpi, Devis Tuia

* ISPRS Journal of Photogrammetry and Remote Sensing, 144, pages 48-60, 2018 

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Scale equivariance in CNNs with vector fields


Jul 31, 2018
Diego Marcos, Benjamin Kellenberger, Sylvain Lobry, Devis Tuia

* ICML/FAIM 2018 workshop on Towards learning with limited labels: Equivariance, Invariance, and Beyond (oral presentation) 

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Change Detection between Multimodal Remote Sensing Data Using Siamese CNN


Jul 25, 2018
Zhenchao Zhang, George Vosselman, Markus Gerke, Devis Tuia, Michael Ying Yang


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Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning


Jun 29, 2018
Benjamin Kellenberger, Diego Marcos, Devis Tuia


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