Alexandre Boulch

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 76

Top Topics

Semantic Segmentation

Semisupervised Learning

Anisotropic Diffusion

Weakly Supervised

Top Venues

3DOR@Eurographics

Publications

Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, Vincent Lepetit
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds. 3DV (2024)
Björn Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet, Nicolas Courty
SALUDA: Surface-based Automotive Lidar Unsupervised Domain Adaptation. 3DV (2024)
Sophia Sirko-Galouchenko, Alexandre Boulch, Spyros Gidaris, Andrei Bursuc, Antonín Vobecký, Patrick Pérez, Renaud Marlet
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks. CoRR (2024)
Yihong Xu, Éloi Zablocki, Alexandre Boulch, Gilles Puy, Mickaël Chen, Florent Bartoccioni, Nermin Samet, Oriane Siméoni, Spyros Gidaris, Tuan-Hung Vu, Andrei Bursuc, Eduardo Valle, Renaud Marlet, Matthieu Cord
Valeo4Cast: A Modular Approach to End-to-End Forecasting. CoRR (2024)
Gilles Puy, Alexandre Boulch, Renaud Marlet
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation. ICCV (2023)
Angelika Ando, Spyros Gidaris, Andrei Bursuc, Gilles Puy, Alexandre Boulch, Renaud Marlet
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving. CVPR (2023)
Alexandre Boulch, Corentin Sautier, Björn Michele, Gilles Puy, Renaud Marlet
ALSO: Automotive Lidar Self-Supervision by Occupancy Estimation. CVPR (2023)
Björn Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet, Nicolas Courty
SALUDA: Surface-based Automotive Lidar Unsupervised Domain Adaptation. CoRR (2023)
Angelika Ando, Spyros Gidaris, Andrei Bursuc, Gilles Puy, Alexandre Boulch, Renaud Marlet
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving. CoRR (2023)
Gilles Puy, Spyros Gidaris, Alexandre Boulch, Oriane Siméoni, Corentin Sautier, Patrick Pérez, Andrei Bursuc, Renaud Marlet
Revisiting the Distillation of Image Representations into Point Clouds for Autonomous Driving. CoRR (2023)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Weakly supervised change detection using guided anisotropic diffusion. Mach. Learn. 112 (6) (2023)
Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, Vincent Lepetit
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds. CoRR (2023)
Gilles Puy, Alexandre Boulch, Renaud Marlet
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation. CoRR (2023)
Pierre-Alain Langlois, Yang Xiao, Alexandre Boulch, Renaud Marlet
VASAD: a Volume and Semantic dataset for Building Reconstruction from Point Clouds. ICPR (2022)
Raphael Sulzer, Loïc Landrieu, Alexandre Boulch, Renaud Marlet, Bruno Vallet
Deep Surface Reconstruction from Point Clouds with Visibility Information. ICPR (2022)
Alexandre Boulch, Renaud Marlet
POCO: Point Convolution for Surface Reconstruction. CoRR (2022)
Corentin Sautier, Gilles Puy, Spyros Gidaris, Alexandre Boulch, Andrei Bursuc, Renaud Marlet
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data. CoRR (2022)
Alexandre Boulch, Corentin Sautier, Björn Michele, Gilles Puy, Renaud Marlet
ALSO: Automotive Lidar Self-supervision by Occupancy estimation. CoRR (2022)
Wei-Hsin Tseng, Hoàng-Ân Lê, Alexandre Boulch, Sébastien Lefèvre, Dirk Tiede
CroCo: Cross-Modal Contrastive learning for localization of Earth Observation data. CoRR (2022)
Raphael Sulzer, Loïc Landrieu, Alexandre Boulch, Renaud Marlet, Bruno Vallet
Deep Surface Reconstruction from Point Clouds with Visibility Information. CoRR (2022)
Alexandre Boulch, Renaud Marlet
POCO: Point Convolution for Surface Reconstruction. CVPR (2022)
Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre
Energy-Based Models in Earth Observation: From Generation to Semisupervised Learning. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Nicolas Audebert, Sébastien Lefèvre
Semi-supervised semantic segmentation in Earth Observation: the MiniFrance suite, dataset analysis and multi-task network study. Mach. Learn. 111 (9) (2022)
Corentin Sautier, Gilles Puy, Spyros Gidaris, Alexandre Boulch, Andrei Bursuc, Renaud Marlet
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data. CVPR (2022)
Alexandre Boulch, Pierre-Alain Langlois, Gilles Puy, Renaud Marlet
NeeDrop: Self-supervised Shape Representation from Sparse Point Clouds using Needle Dropping. CoRR (2021)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Weakly Supervised Change Detection Using Guided Anisotropic Difusion. CoRR (2021)
Björn Michele, Alexandre Boulch, Gilles Puy, Maxime Bucher, Renaud Marlet
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point Clouds. 3DV (2021)
Anh-Quan Cao, Gilles Puy, Alexandre Boulch, Renaud Marlet
PCAM: Product of Cross-Attention Matrices for Rigid Registration of Point Clouds. ICCV (2021)
Anh-Quan Cao, Gilles Puy, Alexandre Boulch, Renaud Marlet
PCAM: Product of Cross-Attention Matrices for Rigid Registration of Point Clouds. CoRR (2021)
Björn Michele, Alexandre Boulch, Gilles Puy, Maxime Bucher, Renaud Marlet
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point Cloud. CoRR (2021)
Pierre-Alain Langlois, Matthew Fisher, Oliver Wang, Vladimir G. Kim, Alexandre Boulch, Renaud Marlet, Bryan C. Russell
3D Reconstruction By Parameterized Surface Mapping. ICIP (2021)
Alexandre Boulch, Pierre-Alain Langlois, Gilles Puy, Renaud Marlet
NeeDrop: Self-supervised Shape Representation from Sparse Point Clouds using Needle Dropping. 3DV (2021)
Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre
Classification and Generation of Earth Observation Images Using a Joint Energy-Based Model. IGARSS (2021)
Gilles Puy, Alexandre Boulch, Renaud Marlet
FLOT: Scene Flow on Point Clouds Guided by Optimal Transport. CoRR (2020)
Gilles Puy, Alexandre Boulch, Renaud Marlet
FLOT: Scene Flow on Point Clouds Guided by Optimal Transport. ECCV (28) (2020)
Pierre Godet, Alexandre Boulch, Aurélien Plyer, Guy Le Besnerais
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation. ICPR (2020)
Pierre Godet, Alexandre Boulch, Aurélien Plyer, Guy Le Besnerais
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation. CoRR (2020)
Alexandre Boulch, Gilles Puy, Renaud Marlet
FKAConv: Feature-Kernel Alignment for Point Cloud Convolution. ACCV (1) (2020)
Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Nicolas Audebert, Sébastien Lefèvre
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study. CoRR (2020)
Alexandre Boulch, Gilles Puy, Renaud Marlet
LightConvPoint: convolution for points. CoRR (2020)
Alexandre Boulch
ConvPoint: Continuous convolutions for point cloud processing. Comput. Graph. 88 (2020)
Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre
On Auxiliary Losses for Semi-Supervised Semantic Segmentation. MACLEAN@PKDD/ECML (2020)
Rodrigo Caye Daudt, Adrien Chan-Hon-Tong, Bertrand Le Saux, Alexandre Boulch
Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth. IGARSS (2019)
Pierre-Alain Langlois, Alexandre Boulch, Renaud Marlet
Surface Reconstruction from 3D Line Segments. CoRR (2019)
Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre
Distance transform regression for spatially-aware deep semantic segmentation. Comput. Vis. Image Underst. 189 (2019)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Multitask learning for large-scale semantic change detection. Comput. Vis. Image Underst. 187 (2019)
Alexandre Boulch
Generalizing discrete convolutions for unstructured point clouds. CoRR (2019)
Javiera Castillo-Navarro, Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre
What Data are needed for Semantic Segmentation in Earth Observation? JURSE (2019)
Marcela Carvalho, Maxime Ferrera, Alexandre Boulch, Julien Moras, Bertrand Le Saux, Pauline Trouvé-Peloux
Technical Report: Co-learning of geometry and semantics for online 3D mapping. CoRR (2019)
Alexandre Boulch
Generalizing Discrete Convolutions for Unstructured Point Clouds. 3DOR@Eurographics (2019)
Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre
Distance transform regression for spatially-aware deep semantic segmentation. CoRR (2019)
Pierre-Alain Langlois, Alexandre Boulch, Renaud Marlet
Surface Reconstruction from 3D Line Segments. 3DV (2019)
Maxime Ferrera, Alexandre Boulch, Julien Moras
Fast Stereo Disparity Maps Refinement By Fusion of Data-Based And Model-Based Estimations. 3DV (2019)
Guillaume Brigot, Marc Simard, Elise Colin Koeniguer, Alexandre Boulch
Retrieval of Forest Vertical Structure from PolInSAR Data by Machine Learning Using LIDAR-Derived Features. Remote. Sens. 11 (4) (2019)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection. CVPR Workshops (2019)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection. CoRR (2019)
Alexandre Boulch, Noëlie Cherrier, Thibaut Castaings
Ionospheric activity prediction using convolutional recurrent neural networks. CoRR (2018)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
High Resolution Semantic Change Detection. CoRR (2018)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch
Fully Convolutional Siamese Networks for Change Detection. ICIP (2018)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch
Fully Convolutional Siamese Networks for Change Detection. CoRR (2018)
Alexandre Boulch, Pauline Trouvé, Elise Colin Koeniguer, Fabrice Janez, Bertrand Le Saux
Learning Speckle Suppression in Sar Images Without Ground Truth: Application to Sentinel-1 Time-Series. IGARSS (2018)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks. CoRR (2018)
Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau
Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks. IGARSS (2018)
Alexandre Boulch
Reducing parameter number in residual networks by sharing weights. Pattern Recognit. Lett. 103 (2018)
Alexandre Boulch, Joris Guerry, Bertrand Le Saux, Nicolas Audebert
SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks. Comput. Graph. 71 (2018)
Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Jérémie Brossard, Antoine Manier, Guilhem Villemin
Railway Detection: From Filtering to Segmentation Networks. IGARSS (2018)
Bohao Huang, Kangkang Lu, Nicolas Audebert, Andrew Khalel, Yuliya Tarabalka, Jordan M. Malof, Alexandre Boulch, Bertrand Le Saux, Leslie M. Collins, Kyle Bradbury, Sébastien Lefèvre, Motaz El-Saban
Large-Scale Semantic Classification: Outcome of the First Year of Inria Aerial Image Labeling Benchmark. IGARSS (2018)
Nicolas Audebert, Alexandre Boulch, Hicham Randrianarivo, Bertrand Le Saux, Marin Ferecatu, Sébastien Lefèvre, Renaud Marlet
Deep learning for urban remote sensing. JURSE (2017)
Alexandre Boulch
ShaResNet: reducing residual network parameter number by sharing weights. CoRR (2017)
Alexandre Boulch, Bertrand Le Saux, Nicolas Audebert
Unstructured Point Cloud Semantic Labeling Using Deep Segmentation Networks. 3DOR@Eurographics (2017)
Noëlie Cherrier, Thibaut Castaings, Alexandre Boulch
Deep Sequence-to-Sequence Neural Networks for Ionospheric Activity Map Prediction. ICONIP (5) (2017)
Frederico A. Limberger, Richard C. Wilson, Masaki Aono, Nicolas Audebert, Alexandre Boulch, Benjamin Bustos, Andrea Giachetti, Afzal Godil, Bertrand Le Saux, Bo Li, Yijuan Lu, Hai-Dang Nguyen, V.-T. Nguyen, Viet-Khoi Pham, Ivan Sipiran, Atsushi Tatsuma, Minh-Triet Tran, Santiago Velasco-Forero
SHREC'17 Track: Point-Cloud Shape Retrieval of Non-Rigid Toys. 3DOR@Eurographics (2017)
Emanuele Rodolà, Luca Cosmo, Or Litany, Michael M. Bronstein, Alexander M. Bronstein, Nicolas Audebert, A. Ben Hamza, Alexandre Boulch, Umberto Castellani, Minh N. Do, Duc Anh Duong, Takahiko Furuya, Andrea Gasparetto, Y. Hong, J. Kim, Bertrand Le Saux, Roee Litman, Majid Masoumi, Giorgia Minello, Hai-Dang Nguyen, V.-T. Nguyen, Ryutarou Ohbuchi, Viet-Khoi Pham, Thuyen V. Phan, M. Rezaei, Andrea Torsello, Minh-Triet Tran, Q. T. Tran, Bao Truong, L. Wan, Changqing Zou
Deformable Shape Retrieval with Missing Parts. 3DOR@Eurographics (2017)
Joris Guerry, Alexandre Boulch, Bertrand Le Saux, Julien Moras, Aurélien Plyer, David Filliat
SnapNet-R: Consistent 3D Multi-view Semantic Labeling for Robotics. ICCV Workshops (2017)
Alexandre Boulch, Renaud Marlet
Deep Learning for Robust Normal Estimation in Unstructured Point Clouds. Comput. Graph. Forum 35 (5) (2016)
Manuel Campos-Taberner, Adriana Romero-Soriano, Carlo Gatta, Gustau Camps-Valls, Adrien Lagrange, Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu, Michal Shimoni, Gabriele Moser, Devis Tuia
Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest-Part A: 2-D Contest. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9 (12) (2016)
Adrien Lagrange, Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, Marin Ferecatu
Benchmarking classification of earth-observation data: From learning explicit features to convolutional networks. IGARSS (2015)
Alexandre Boulch, Martin de La Gorce, Renaud Marlet
Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization. Comput. Graph. Forum 33 (5) (2014)
Alexandre Boulch, Renaud Marlet
Statistical Criteria for Shape Fusion and Selection. ICPR (2014)
Alexandre Boulch, Éric Colin de Verdière, Atsuhiro Nakamoto
Irreducible Triangulations of Surfaces with Boundary. Graphs Comb. 29 (6) (2013)
Alexandre Boulch, S. Houllier, Renaud Marlet, Olivier Tournaire
Semantizing Complex 3D Scenes using Constrained Attribute Grammars. Comput. Graph. Forum 32 (5) (2013)
Alexandre Boulch, Renaud Marlet
Fast and Robust Normal Estimation for Point Clouds with Sharp Features. Comput. Graph. Forum 31 (5) (2012)
Alexandre Boulch, Éric Colin de Verdière, Atsuhiro Nakamoto
Irreducible triangulations of surfaces with boundary CoRR (2011)