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Alexandre Boulch

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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⟩
Journal articles hal-03132924v1
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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⟩
Journal articles hal-03575397v1
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ConvPoint: Continuous convolutions for point cloud processing

Alexandre Boulch
Computers & Graphics: X, 2020, 88, pp.24-34. ⟨10.1016/j.cag.2020.02.005⟩
Journal articles hal-03169676v1
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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⟩
Journal articles hal-02277621v1
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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⟩
Journal articles hal-02313908v1
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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⟩
Journal articles hal-02407789v1
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ShaResNet: reducing residual network parameter number by sharingweights

Alexandre Boulch
Pattern Recognition Letters, 2018, page 53 - 59. ⟨10.1016/j.patrec.2018.01.006⟩
Journal articles 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⟩
Journal articles hal-02467932v1
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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⟩
Journal articles 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⟩
Journal articles hal-01414573v1
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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⟩
Journal articles hal-01099280v1
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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⟩
Journal articles hal-00864707v1
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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⟩
Journal articles hal-01163747v1
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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⟩
Journal articles hal-00732426v1
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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⟩
Conference papers hal-03575517v1
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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
Conference papers hal-03379992v1
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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
Conference papers hal-03354935v1
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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
Conference papers hal-03364975v1
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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
Conference papers hal-03206301v1
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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⟩
Conference papers hal-02326896v1
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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
Conference papers hal-02343961v1
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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
Conference papers hal-02355360v1
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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
Conference papers hal-02392779v1

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⟩
Conference papers hal-02344362v1
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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
Conference papers hal-02423015v1
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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⟩
Conference papers hal-02343915v2
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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⟩
Conference papers hal-01767807v1
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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⟩
Conference papers hal-02329355v1
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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
Conference papers hal-01809991v1
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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
Conference papers hal-01823684v1
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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
Conference papers hal-01899024v1
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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
Conference papers hal-01824557v1
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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⟩
Conference papers hal-02338832v1
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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⟩
Conference papers hal-01808539v1
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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⟩
Conference papers hal-01672854v1
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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
Conference papers hal-01175556v1
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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⟩
Conference papers hal-01163700v1
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Reconstruction automatique de maquettes numériques 3D

Alexandre Boulch
Traitement du signal et de l'image [eess.SP]. Université Paris-Est, 2014. Français. ⟨NNT : 2014PEST1099⟩
Theses tel-01127912v2