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Selected publications include:

Multitask learning for large-scale semantic change detection R. Caye Daudt, B. Le Saux, A. Boulch, Y. Gousseau Computer Vision and Image Understanding (CVIU), vol. 187, Oct. 2019

[ doi / arxiv / pdf / HRSCD dataset coming soon! ]

Deep Learning for Classification of Hyperspectral Data: A Comparative Review N. Audebert, B. Le Saux, S. Lefèvre IEEE Geoscience and Remote Sensing Magazine, vol. 7 (2), June 2019

[ doi / arxiv / hal / DeepHyperX toolbox ]

Advanced Multi-Sensor Optical Remote Sensing for Urban Land Use and Land Cover Classification: Outcome of the 2018 IEEE GRSS Data Fusion Contest Y. Xu, B. Du, L. Zhang, D. Cerra, M. Pato, E. Carmona, S. Prasad, N. Yokoya, R. Hänsch, B. Le Saux IEEE JSTARS, June 2019

[ doi (open access) / DFC2018 ]

Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection R. Caye Daudt, B. Le Saux, A. Boulch, Y. Gousseau IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR / EarthVision 19) Long Beach, Cal., USA, June 2019

[ Best Student Paper Award pdf#1 / pdf#2 / arxiv ]

Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks? M. Pinheiro de Carvalho, B. Le Saux, P. Trouvé-Peloux, F. Champagnat, A. Almansa IEEE Eur. Conf. on Computer Vision (ECCV’2018) / Workshop on 3D Reconstruction in the Wild Munich, Germany, September 2018

[ arxiv / pdf / pdf #2 / code and dataset ]

SnapNet: Unstructured point cloud semantic labeling using deep segmentation networks Alexandre Boulch, Joris Guerry, Bertrand Le Saux, Nicolas Audebert, Computer and Graphics, 2017

[ doi pdf code ]

SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics Joris Guerry, Alexandre Boulch, Bertrand Le Saux, Julien Moras, aurélien Plyer, David Filliat, ICCV / 3D Reconstruction Meets Semantics workshop, Venice, Italy, Oct. 2017

[ cvf / pdf #1 / pdf #2 ]

Joint Learning from Earth Observation and OpenStreetMap Data to Get Faster Better Semantic Maps Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre, CVPR / Earth Vision workshop, Hawaï, USA, July 2017

[ arxiv pdf ]

Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre, Remote Sensing 9 (4), 2017

[ web / pdf #1 / pdf #2]

Fusion of heterogeneous data in convolutional networks for urban semantic labeling Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre, Joint Urban Remote Sensing Event (JURSE’2017) Dubai, UAE, March 2017

[ 2nd Best Student Paper Award arxiv hal pdf ]

Semantic segmentation of Earth-observation data using multimodal and multi-scale deep networks Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre, Asian Conf. on Computer Vision (ACCV’2016), Taipei, Taiwan, Nov. 2016

[ pdf ]

On the usability of deep networks for object-based image analysis Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre, Conf. on Geo Object-Based Image Analysis (GEOBIA’2016) Enschede, Netherlands, Sept. 2016

[ pdf Award for Best Contribution to the ISPRS 2D Semantic Labeling Contest ]

Benchmarking classification of Earth-observation data: from learning explicit features to convolutional networks Adrien Lagrange, Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Adrien Chan Hon Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu, IEEE International Geoscience and Remote Sensing Symposium (IGARSS’2015) Milan, Italy, July 2015

[ pdf 2nd place Award in the Data Fusion 2D Contest 2015 link ]

Interactive Design of Object Classifiers in Remote Sensing Bertrand Le Saux, International Conference on Pattern Recognition (ICPR’2014), Stockholm, Sweden, August 2014

[ pdf ]

Rapid semantic mapping: learn environment classifiers on the fly Bertrand Le Saux and Martial Sanfourche, International Conference on Robots and Systems (IROS’2013), Tokyo, November 2013

[ pdf vid#1 vid#2 ]

Isotropic high resolution 3D confocal micro-rotation imaging for non-adherent living cells Bertrand Le Saux, Bernard Chalmond, Yong Yu, Alain Trouvé, Olivier Renaud, Spencer L. Shorte, Journal of Microscopy, 233, pp.404-416, 2009

[ pdf ]

Feature selection for graph-based image classifiers Bertrand Le Saux and Horst Bunke, IAPR Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA’05), Estoril, Portugal, June 2005

[ pdf ps ]

Image recognition for digital libraries Bertrand Le Saux and Giuseppe Amato, ACM MultiMedia/Workshop on Multimedia Information Retrieval (MIR’04), New-York, NY, USA, October 2004

[ pdf ps ]

Unsupervised Robust Clustering for Image Database Categorization Bertrand Le Saux and Nozha Boujemaa, IEEE-IAPR International Conference on Pattern Recognition (ICPR’2002), Québec, Canada, August 2002

[ pdf ps ]

Interactive Specific and Generic Image Retrieval Nozha Boujemaa, Julien Fauqueur, Marin Ferecatu, François Fleuret, Valérie Gouet, Bertrand Le Saux and Hichem Sahbi, NSF/INRIA/Berkeley/IBM MMCBIR Workshop, INRIA Rocquencourt, France, September 2001

[ pdf ]