Alexandre Boulch

Documents

Publications

	Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance suite, dataset analysis and multi-task network study Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Nicolas Audebert , Sébastien Lefèvre Machine Learning, 2022, 111, pp.3125-3160. ⟨10.1007/s10994-020-05943-y⟩ Article dans une revue hal-03132924v1
	Energy-based Models in Earth Observation: from Generation to Semi-supervised Learning Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5613211. ⟨10.1109/TGRS.2021.3126428⟩ Article dans une revue hal-03379500v1
	Weakly supervised change detection using guided anisotropic diffusion Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch , Yann Gousseau Machine Learning, 2021, ⟨10.1007/s10994-021-06008-4⟩ Article dans une revue hal-03575397v1
	ConvPoint: Continuous convolutions for point cloud processing Alexandre Boulch Computers & Graphics: X, 2020, 88, pp.24-34. ⟨10.1016/j.cag.2020.02.005⟩ Article dans une revue hal-03169676v1
	Multitask learning for large-scale semantic change detection Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch , Yann Gousseau Computer Vision and Image Understanding, 2019, 187, pp.102783. ⟨10.1016/j.cviu.2019.07.003⟩ Article dans une revue hal-02407789v1
	Retrieval of Forest Vertical Structure from PolInSAR Data by Machine Learning Using LIDAR-Derived Features Guillaume Brigot , Marc Simard , Elise Colin-Koeniguer , Alexandre Boulch Remote Sensing, 2019, 11 (4), pp.381. ⟨10.3390/rs11040381⟩ Article dans une revue hal-02313908v1
	Distance transform regression for spatially-aware deep semantic segmentation Nicolas Audebert , Alexandre Boulch , Bertrand Le Saux , Sébastien Lefèvre Computer Vision and Image Understanding, 2019, 189, pp.102809. ⟨10.1016/j.cviu.2019.102809⟩ Article dans une revue hal-02277621v1
	ShaResNet: reducing residual network parameter number by sharingweights Alexandre Boulch Pattern Recognition Letters, 2018, page 53 - 59. ⟨10.1016/j.patrec.2018.01.006⟩ Article dans une revue hal-01708867v1
	SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks Alexandre Boulch , Joris Guerry , Bertrand Le Saux , Nicolas Audebert Computers and Graphics, 2017, 71, pp.189-198. ⟨10.1016/j.cag.2017.11.010⟩ Article dans une revue hal-02467932v1
	Deep Learning for Robust Normal Estimation in Unstructured Point Clouds Alexandre Boulch , Renaud Marlet Computer Graphics Forum, 2016, 35 (5), pp.281 - 290. ⟨10.1111/cgf.12983⟩ Article dans une revue hal-01631736v1
	Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest–Part A: 2-D Contest Manuel Campos-Taberner , Adriana Romaro-Soriano , Carlo Gatta , Gustau Camps-Valls , Adrien Lagrange IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9 (12), p. 5547-5559. ⟨10.1109/JSTARS.2016.2569162⟩ Article dans une revue hal-01414573v1
	Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization Alexandre Boulch , Martin de La Gorce , Renaud Marlet Computer Graphics Forum, 2014, 33 (5), pp.55-64. ⟨10.1111/cgf.12431⟩ Article dans une revue hal-01099280v1
	Semantizing Complex 3D Scenes using Constrained Attribute Grammars Alexandre Boulch , Simon Houllier , Renaud Marlet , Olivier Tournaire Computer Graphics Forum, 2013, 32 (5), pp.33-42. ⟨10.1111/cgf.12170⟩ Article dans une revue hal-00864707v1
	Irreducible Triangulations of Surfaces with Boundary Alexandre Boulch , Éric Colin de Verdière , Atsuhiro Nakamoto Graphs and Combinatorics, 2013, 29 (6), pp.1675-1688. ⟨10.1007/s00373-012-1244-1⟩ Article dans une revue hal-01163747v1
	Fast and Robust Normal Estimation for Point Clouds with Sharp Features Alexandre Boulch , Renaud Marlet Computer Graphics Forum, 2012, 31 (5), pp.1765-1774. ⟨10.1111/j.1467-8659.2012.03181.x⟩ Article dans une revue hal-00732426v1

	Deep Surface Reconstruction from Point Clouds with Visibility Information Raphael Sulzer , Loic Landrieu , Alexandre Boulch , Renaud Marlet , Bruno Vallet 26th International Conference on Pattern Recognition (ICPR), Aug 2022, Montreal, Canada. pp.2415-2422, ⟨10.1109/ICPR56361.2022.9956560⟩ Communication dans un congrès hal-03575517v1
	STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation Pierre Godet , Alexandre Boulch , Aurélien Plyer , Guy Le Besnerais ICPR 2020, Jan 2021, Milan (virtuel), Italy Communication dans un congrès hal-03132982v1
	Classification and Generation of Earth Observation Images using a Joint Energy-Based Model Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre IGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, France Communication dans un congrès hal-03379992v1
	Energy-Based Models for Earth Observation Applications Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre ICLR Workshop on Energy Based Models, 2021, Virtual, France Communication dans un congrès hal-03354935v1
	Energy-based Models for Earth Observation Applications Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France Communication dans un congrès hal-03339646v1
	PCAM: Product of Cross-Attention Matrices for Rigid Registration of Point Clouds Anh-Quan Cao , Gilles Puy , Alexandre Boulch , Renaud Marlet ICCV 2021 - International Conference on Computer Vision, Oct 2021, Montreal / Virtual, Canada Communication dans un congrès hal-03364975v1
	On Auxiliary Losses for Semi-Supervised Semantic Segmentation Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre ECML PKDD 2020: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2020, GHENT, Belgium Communication dans un congrès hal-03206301v1
	Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth Rodrigo Caye Daudt , Adrien Chan-Hon-Tong , Bertrand Le Saux , Alexandre Boulch IGARSS 2019, Jul 2019, YOKOHAMA, Japan Communication dans un congrès hal-02355360v1
	Surface Reconstruction from 3D Line Segments Pierre-Alain Langlois , Alexandre Boulch , Renaud Marlet 2019 International Conference on 3D Vision (3DV), Sep 2019, Québec City, Canada. pp.553-563, ⟨10.1109/3DV.2019.00067⟩ Communication dans un congrès hal-02344362v1
	Fast Stereo Disparity Maps Refinement By Fusion of Data-Based And Model-Based Estimations Maxime Ferrera , Alexandre Boulch , Julien Moras 3DV 2019 - International Conference on 3D Vision, Sep 2019, Québec, Canada. pp.9-17, ⟨10.1109/3DV.2019.00011⟩ Communication dans un congrès hal-02326896v1
	Réseaux de neurones semi-supervisés pour la segmentation sémantique en télédétection Javiera Castillo-Navarro , Bertrand Le Saux , Alexandre Boulch , Sébastien Lefèvre Colloque GRETSI sur le Traitement du Signal et des Images, 2019, Lille, France Communication dans un congrès hal-02343961v1
	Détection et reconnaissance d’endommagements dans les matériaux composites par Deep Learning Antoine Hurmane , Jean-Michel Roche , Francois-Henri Leroy , Alexandre Boulch , Guy Le Besneray 21ème Journées Nationales sur les Composites, École Nationale Supérieure d'Arts et Métiers (ENSAM) - Bordeaux, Jul 2019, Bordeaux, Talence, France Communication dans un congrès hal-02423015v1
	What Data are needed for Semantic Segmentation in Earth Observation? Javiera Castillo-Navarro , Nicolas Audebert , Alexandre Boulch , Bertrand Le Saux , Sébastien Lefèvre 2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8809071⟩ Communication dans un congrès hal-02343915v2
	Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch , Yann Gousseau Computer Vision and Pattern Recognition Workshops, Jun 2019, Long Beach, United States Communication dans un congrès hal-02392779v1
	Learning Speckle Suppression in Sar Images Without Ground Truth: Application to Sentinel-1 Time-Series Alexandre Boulch , Pauline Trouvé , Elise Koeniguer , Fabrice Janez , Bertrand Le Saux 38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018, Jul 2018, VALENCIA, Spain. pp.2366-2369, ⟨10.1109/IGARSS.2018.8519370⟩ Communication dans un congrès hal-02329355v1
	Large-scale semantic classification: outcome of the first year of Inria aerial image labeling benchmark Bohao Huang , Kangkang Lu , Nicolas Audebert , Andrew Khalel , Yuliya Tarabalka IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.1-4, ⟨10.1109/IGARSS.2018.8518525⟩ Communication dans un congrès hal-01767807v1
	Railway Detection: From Filtering to Segmentation Networks Bertrand Le Saux , Anne Beaupère , Alexandre Boulch , J. Brossard , Antoine Manier 38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018, Jul 2018, VALENCIA, Spain. pp.4819-4822, ⟨10.1109/IGARSS.2018.8517865⟩ Communication dans un congrès hal-02338832v1
	Fully Convolutional Siamese Networks for Change Detection Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch IEEE International Conference on Image Processing, Oct 2018, Athens, Greece Communication dans un congrès hal-01824557v1
	Segmentation sémantique profonde par régression sur cartes de distances signées Nicolas Audebert , Alexandre Boulch , Bertrand Le Saux , Sébastien Lefèvre Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), Jun 2018, Marne-la-Vallée, France Communication dans un congrès hal-01809991v1
	Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch , Yann Gousseau IGARSS 2018, Jul 2018, Valencia, Spain Communication dans un congrès hal-01899024v1
	Détection dense de changements par réseaux de neurones siamois Rodrigo Caye Daudt , Bertrand Le Saux , Alexandre Boulch , Yann Gousseau Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), Jun 2018, Marne-la-Vallée, France Communication dans un congrès hal-01823684v1
	SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics Joris Guerry , Alexandre Boulch , Bertrand Le Saux , Julien Moras , Aurelien Plyer IEEE International Conference on Computer Vision Workshop (ICCVW), Oct 2017, Venice, Italy. ⟨10.1109/ICCVW.2017.85⟩ Communication dans un congrès hal-01808539v1
	Deep learning for urban remote sensing Nicolas Audebert , Alexandre Boulch , Hicham Randrianarivo , Bertrand Le Saux , Marin Ferecatu Joint Urban Remote Sensing Event (JURSE), Mar 2017, Dubai, United Arab Emirates. ⟨10.1109/JURSE.2017.7924536⟩ Communication dans un congrès hal-01672854v1
	Un générateur de boites englobantes parcimonieux pour la détection d'objets dans des vidéos Adrien Chan-Hon-Tong , Stephane Herbin , Alexandre Boulch XXV colloque Gretsi 2015, Sep 2015, Lyon, France Communication dans un congrès hal-01175556v1
	Statistical Criteria for Shape Fusion and Selection Alexandre Boulch , Renaud Marlet International Conference on Pattern Recognition, Aug 2014, Stockholm, Sweden. ⟨10.1109/ICPR.2014.171⟩ Communication dans un congrès hal-01163700v1

	Technical Report: Co-learning of geometry and semantics for online 3D mapping Marcela Carvalho , Maxime Ferrera , Alexandre Boulch , Julien Moras , Bertrand Le Saux [Research Report] ONERA. 2019 Rapport hal-02341718v1

	Reconstruction automatique de maquettes numériques 3D Alexandre Boulch Traitement du signal et de l'image [eess.SP]. Université Paris-Est, 2014. Français. ⟨NNT : 2014PEST1099⟩ Thèse tel-01127912v2

Alexandre Boulch

Publications

Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance suite, dataset analysis and multi-task network study

Energy-based Models in Earth Observation: from Generation to Semi-supervised Learning

Weakly supervised change detection using guided anisotropic diffusion

ConvPoint: Continuous convolutions for point cloud processing

Multitask learning for large-scale semantic change detection

Retrieval of Forest Vertical Structure from PolInSAR Data by Machine Learning Using LIDAR-Derived Features

Distance transform regression for spatially-aware deep semantic segmentation

ShaResNet: reducing residual network parameter number by sharingweights

SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks

Deep Learning for Robust Normal Estimation in Unstructured Point Clouds

Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest–Part A: 2-D Contest

Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization

Semantizing Complex 3D Scenes using Constrained Attribute Grammars

Irreducible Triangulations of Surfaces with Boundary

Fast and Robust Normal Estimation for Point Clouds with Sharp Features

Deep Surface Reconstruction from Point Clouds with Visibility Information

STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation

Classification and Generation of Earth Observation Images using a Joint Energy-Based Model

Energy-Based Models for Earth Observation Applications

Energy-based Models for Earth Observation Applications

PCAM: Product of Cross-Attention Matrices for Rigid Registration of Point Clouds

On Auxiliary Losses for Semi-Supervised Semantic Segmentation

Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth

Surface Reconstruction from 3D Line Segments

Fast Stereo Disparity Maps Refinement By Fusion of Data-Based And Model-Based Estimations

Réseaux de neurones semi-supervisés pour la segmentation sémantique en télédétection

Détection et reconnaissance d’endommagements dans les matériaux composites par Deep Learning

What Data are needed for Semantic Segmentation in Earth Observation?

Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection

Learning Speckle Suppression in Sar Images Without Ground Truth: Application to Sentinel-1 Time-Series

Large-scale semantic classification: outcome of the first year of Inria aerial image labeling benchmark

Railway Detection: From Filtering to Segmentation Networks

Fully Convolutional Siamese Networks for Change Detection

Segmentation sémantique profonde par régression sur cartes de distances signées

Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks

Détection dense de changements par réseaux de neurones siamois

SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics

Deep learning for urban remote sensing

Un générateur de boites englobantes parcimonieux pour la détection d'objets dans des vidéos

Statistical Criteria for Shape Fusion and Selection

Technical Report: Co-learning of geometry and semantics for online 3D mapping

Reconstruction automatique de maquettes numériques 3D