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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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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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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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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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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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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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Learning deep structured active contours end-to-end


Mar 16, 2018
Diego Marcos, Devis Tuia, Benjamin Kellenberger, Lisa Zhang, Min Bai, Renjie Liao, Raquel Urtasun

* To appear, CVPR 2018 

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Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accurate models


Mar 16, 2018
Diego Marcos, Michele Volpi, Benjamin Kellenberger, Devis Tuia

* ISPRS Journal of Photogrammetry and Remote Sensing, 2018 

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Rotation equivariant vector field networks


Aug 25, 2017
Diego Marcos, Michele Volpi, Nikos Komodakis, Devis Tuia

* 10 pages, accepted at ICCV 2017 

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Learning rotation invariant convolutional filters for texture classification


Sep 21, 2016
Diego Marcos, Michele Volpi, Devis Tuia

* 6 pages, in ICPR 2016 

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