publications

2027

1. WACV

   

   Vanilla ViT for Automotive Point Cloud Semantic Segmentation

   Gilles Puy, Nermin Samet, Alexandre Boulch, Spyros Gidaris, Tuan-Hung VU, and Renaud Marlet

   In Winter Conference on Applications of Computer Vision (WACV), 2027

   arXiv HAL Bib Code

   @inproceedings{boulch2027vavit,
     title = {Vanilla ViT for Automotive Point Cloud Semantic Segmentation},
     author = {Puy, Gilles and Samet, Nermin and Boulch, Alexandre and Gidaris, Spyros and VU, Tuan-Hung and Marlet, Renaud},
     booktitle = {Winter Conference on Applications of Computer Vision (WACV)},
     year = {2027},
   }

2. WACV

   

   SuperQuadricOcc: Multi-Layer Gaussian Approximation of Superquadrics for Real-Time Self-Supervised Occupancy Estimation

   Seamie Hayes, Reenu Mohandas, Tim Brophy, Alexandre Boulch, Ganesh Sistu, and Ciaran Eising

   In Winter Conference on Applications of Computer Vision (WACV), 2027

   Bib HTML Code Website

   @inproceedings{boulch2025superquadricocc,
     title = {SuperQuadricOcc: Multi-Layer Gaussian Approximation of Superquadrics for Real-Time Self-Supervised Occupancy Estimation},
     author = {Hayes, Seamie and Mohandas, Reenu and Brophy, Tim and Boulch, Alexandre and Sistu, Ganesh and Eising, Ciaran},
     booktitle = {Winter Conference on Applications of Computer Vision (WACV)},
     year = {2027},
   }

2026

1. arXiv

   

   Pictura: Perspective-View Self-Play at Scale for Driving

   Yuan Yin, Elias Ramzi, Marc Lafon, Valentin Charraut, Victor Bares, Yihong Xu, Éloi Zablocki, Alexandre Boulch, Thibault Buhet, Andrei Bursuc, and Matthieu Cord

   arXiv preprint, 2026

   arXiv Bib Code Website

   @article{boulch2026pictura,
     title = {Pictura: Perspective-View Self-Play at Scale for Driving},
     author = {Yin, Yuan and Ramzi, Elias and Lafon, Marc and Charraut, Valentin and Bares, Victor and Xu, Yihong and Zablocki, Éloi and Boulch, Alexandre and Buhet, Thibault and Bursuc, Andrei and Cord, Matthieu},
     journal = {arXiv preprint},
     year = {2026},
   }

2. arXiv

   

   TOAD: Test-Time Trajectory Optimization for Autonomous Driving

   Yihong Xu, Eloi Zablocki, Yuan Yin, Elias Ramzi, Ellington Kirby, Alexandre Boulch, and Matthieu Cord

   arXiv preprint, 2026

   arXiv Bib Website

   @article{boulch2026toad,
     title = {TOAD: Test-Time Trajectory Optimization for Autonomous Driving},
     author = {Xu, Yihong and Zablocki, Eloi and Yin, Yuan and Ramzi, Elias and Kirby, Ellington and Boulch, Alexandre and Cord, Matthieu},
     journal = {arXiv preprint},
     year = {2026},
   }

3. ICIP

   

   SSC-Priors: Exploring Easy Boosts For Lidar Semantic Scene Completion

   Tetiana Martyniuk, Jonathan Seele, Alexandre Boulch, Gilles Puy, Renaud Marlet, and Raoul Charette

   In IEEE International Conference on Image Processing, 2026

   arXiv Bib Code

   @inproceedings{boulch2026sscpriors,
     title = {SSC-Priors: Exploring Easy Boosts For Lidar Semantic Scene Completion},
     author = {Martyniuk, Tetiana and Seele, Jonathan and Boulch, Alexandre and Puy, Gilles and Marlet, Renaud and de Charette, Raoul},
     booktitle = {IEEE International Conference on Image Processing},
     year = {2026},
   }

4. CVPR-W

   

   EditSSC: Toward Editable Semantic Occupancy Scenes with Unconditional Diffusion Models

   Fatima Balde, Raoul Charette, and Alexandre Boulch

   In Computer Vision and Pattern Recognition Workshops, 2026

   Bib HTML Code Website

   @inproceedings{boulch2026editssc,
     title = {EditSSC: Toward Editable Semantic Occupancy Scenes with Unconditional Diffusion Models},
     author = {Balde, Fatima and de Charette, Raoul and Boulch, Alexandre},
     booktitle = {Computer Vision and Pattern Recognition Workshops},
     year = {2026},
   }

5. CVPR

   

   Driving on Registers

   Ellington Kirby, Alexandre Boulch, Yihong Xu, Yuan Yin, Gilles Puy, Éloi Zablocki, Andrei Bursuc, Spyros Gidaris, Renaud Marlet, and Florent Bartoccioni

   In Computer Vision and Pattern Recognition, 2026

   arXiv Bib Code Website

   @inproceedings{boulch2026drivor,
     title = {Driving on Registers},
     author = {Kirby, Ellington and Boulch, Alexandre and Xu, Yihong and Yin, Yuan and Puy, Gilles and Zablocki, Éloi and Bursuc, Andrei and Gidaris, Spyros and Marlet, Renaud and Bartoccioni, Florent},
     booktitle = {Computer Vision and Pattern Recognition},
     year = {2026},
   }

6. CVPR

   

   NAF: Zero-Shot Feature Upsampling via Neighborhood Attention Filtering

   Loick Chambon, Paul Couairon, Eloi Zablocki, Alexandre Boulch, Nicolas Thome, and Matthieu Cord

   In Computer Vision and Pattern Recognition, 2026

   arXiv Bib Code

   @inproceedings{boulch2026naf,
     title = {NAF: Zero-Shot Feature Upsampling via Neighborhood Attention Filtering},
     author = {Chambon, Loick and Couairon, Paul and Zablocki, Eloi and Boulch, Alexandre and Thome, Nicolas and Cord, Matthieu},
     booktitle = {Computer Vision and Pattern Recognition},
     year = {2026},
   }

7. ICRA

   

   PPT: Pretraining with Pseudo-Labeled Trajectories for Motion Forecasting

   Yihong Xu, Yuan Yin, Éloi Zablocki, Tuan-Hung Vu, Alexandre Boulch, and Matthieu Cord

   In International Conference on Robotics & Automation, 2026

   arXiv Bib Code Website

   @inproceedings{boulch2026ppt,
     title = {PPT: Pretraining with Pseudo-Labeled Trajectories for Motion Forecasting},
     author = {Xu, Yihong and Yin, Yuan and Zablocki, Éloi and Vu, Tuan-Hung and Boulch, Alexandre and Cord, Matthieu},
     booktitle = {International Conference on Robotics \& Automation},
     year = {2026},
   }

8. 3DV

   

   Clustering is back: Reaching state-of-the-art LiDAR instance segmentation without training

   Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, and Vincent Lepetit

   In International Conference on 3D Vision, 2026

   Bib HTML Code Website

   @inproceedings{boulch2026alpine,
     title = {Clustering is back: Reaching state-of-the-art LiDAR instance segmentation without training},
     author = {Sautier, Corentin and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud and Lepetit, Vincent},
     booktitle = {International Conference on 3D Vision},
     year = {2026},
   }

2025

1. BMVC

   

   Improving Multimodal Distillation for 3D Semantic Segmentation under Domain Shift

   Björn Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet, and Nicolas Courty

   In British Machine Vision Conference, 2025

   arXiv Bib Code Poster Website

   @inproceedings{boulch2025multimodal,
     title = {Improving Multimodal Distillation for 3D Semantic Segmentation under Domain Shift},
     author = {Michele, Björn and Boulch, Alexandre and Puy, Gilles and Vu, Tuan-Hung and Marlet, Renaud and Courty, Nicolas},
     booktitle = {British Machine Vision Conference},
     year = {2025},
   }

2. ICCV

   

   Gaussrender: Learning 3d occupancy with gaussian rendering

   Loick Chambon, Eloi Zablocki, Alexandre Boulch, Mickael Chen, and Matthieu Cord

   In International Conference on Computer Vision, 2025

   arXiv Bib Code Website

   @inproceedings{boulch2025gaussrender,
     title = {Gaussrender: Learning 3d occupancy with gaussian rendering},
     author = {Chambon, Loick and Zablocki, Eloi and Boulch, Alexandre and Chen, Mickael and Cord, Matthieu},
     booktitle = {International Conference on Computer Vision},
     year = {2025},
   }

3. IV

   

   Lidpm: Rethinking point diffusion for lidar scene completion

   Tetiana Martyniuk, Gilles Puy, Alexandre Boulch, Renaud Marlet, and Raoul Charette

   In Intelligent Vehicles Symposium, 2025

   arXiv Bib Code Poster Slides Website

   @inproceedings{boulch2025lidpm,
     title = {Lidpm: Rethinking point diffusion for lidar scene completion},
     author = {Martyniuk, Tetiana and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud and de Charette, Raoul},
     booktitle = {Intelligent Vehicles Symposium},
     year = {2025},
   }

4. 3DV

   

   UNIT: Unsupervised online instance segmentation through time

   Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, and Vincent Lepetit

   In International Conference on 3D Vision, 2025

   arXiv Bib Code Website

   @inproceedings{boulch2025unit,
     title = {UNIT: Unsupervised online instance segmentation through time},
     author = {Sautier, Corentin and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud and Lepetit, Vincent},
     booktitle = {International Conference on 3D Vision},
     year = {2025},
   }

5. arXiv

   

   Vavim and vavam: Autonomous driving through video generative modeling

   Florent Bartoccioni, Elias Ramzi, Victor Besnier, Shashanka Venkataramanan, Tuan-Hung Vu, Yihong Xu, Loick Chambon, Spyros Gidaris, Serkan Odabas, and David Hurych

   arXiv preprint, 2025

   arXiv Bib Code Website

   @article{boulch2025vavim,
     title = {Vavim and vavam: Autonomous driving through video generative modeling},
     author = {Bartoccioni, Florent and Ramzi, Elias and Besnier, Victor and Venkataramanan, Shashanka and Vu, Tuan-Hung and Xu, Yihong and Chambon, Loick and Gidaris, Spyros and Odabas, Serkan and Hurych, David},
     journal = {arXiv preprint},
     year = {2025},
   }

2024

1. ECCV

   

   Train till you drop: Towards stable and robust source-free unsupervised 3d domain adaptation

   Björn Michele, Alexandre Boulch, Tuan-Hung Vu, Gilles Puy, Renaud Marlet, and Nicolas Courty

   In European Conference on Computer Vision, 2024

   arXiv Bib Code Website

   @inproceedings{boulch2024ttyd,
     title = {Train till you drop: Towards stable and robust source-free unsupervised 3d domain adaptation},
     author = {Michele, Björn and Boulch, Alexandre and Vu, Tuan-Hung and Puy, Gilles and Marlet, Renaud and Courty, Nicolas},
     booktitle = {European Conference on Computer Vision},
     year = {2024},
   }

2. ECCV-W

   

   Regents: Real-world safety-critical driving scenario generation made stable

   Yuan Yin, Pegah Khayatan, Éloi Zablocki, Alexandre Boulch, and Matthieu Cord

   In European Conference on Computer Vision, Workshop on Multimodal Perception and Comprehension of Corner Cases in Autonomous Driving, 2024

   arXiv Bib Code

   @inproceedings{boulch2024eccvwregents,
     title = {Regents: Real-world safety-critical driving scenario generation made stable},
     author = {Yin, Yuan and Khayatan, Pegah and Zablocki, Éloi and Boulch, Alexandre and Cord, Matthieu},
     booktitle = {European Conference on Computer Vision, Workshop on Multimodal Perception and Comprehension of Corner Cases in Autonomous Driving},
     year = {2024},
   }

3. CVPR

   

   Three pillars improving vision foundation model distillation for lidar

   Gilles Puy, Spyros Gidaris, Alexandre Boulch, Oriane Siméoni, Corentin Sautier, Patrick Pérez, Andrei Bursuc, and Renaud Marlet

   In Conference on Computer Vision and Pattern Recognition, 2024

   arXiv Bib Code

   @inproceedings{boulch2024pillars,
     title = {Three pillars improving vision foundation model distillation for lidar},
     author = {Puy, Gilles and Gidaris, Spyros and Boulch, Alexandre and Siméoni, Oriane and Sautier, Corentin and Pérez, Patrick and Bursuc, Andrei and Marlet, Renaud},
     booktitle = {Conference on Computer Vision and Pattern Recognition},
     year = {2024},
   }

4. ECCV-W

   

   Valeo4cast: A modular approach to end-to-end forecasting

   Yihong Xu, Éloi Zablocki, Alexandre Boulch, Gilles Puy, Mickael Chen, Florent Bartoccioni, Nermin Samet, Oriane Siméoni, Spyros Gidaris, and Tuan-Hung Vu

   In European Conference on Computer Vision, Workshop, 2024

   arXiv Bib Code

   @inproceedings{boulch2024wadvaleo4cast,
     title = {Valeo4cast: A modular approach to end-to-end forecasting},
     author = {Xu, Yihong and Zablocki, Éloi and Boulch, Alexandre and Puy, Gilles and Chen, Mickael and Bartoccioni, Florent and Samet, Nermin and Siméoni, Oriane and Gidaris, Spyros and Vu, Tuan-Hung},
     booktitle = {European Conference on Computer Vision, Workshop},
     year = {2024},
   }

5. CVPR-WAD

   

   Occfeat: Self-supervised occupancy feature prediction for pretraining bev segmentation networks

   Sophia Sirko-Galouchenko, Alexandre Boulch, Spyros Gidaris, Andrei Bursuc, Antonin Vobecky, Patrick Pérez, and Renaud Marlet

   In Conference on Computer Vision and Pattern Recognition, Workshop on Autonomous Driving, 2024

   arXiv Bib

   @inproceedings{boulch2024occfeat,
     title = {Occfeat: Self-supervised occupancy feature prediction for pretraining bev segmentation networks},
     author = {Sirko-Galouchenko, Sophia and Boulch, Alexandre and Gidaris, Spyros and Bursuc, Andrei and Vobecky, Antonin and Pérez, Patrick and Marlet, Renaud},
     booktitle = {Conference on Computer Vision and Pattern Recognition, Workshop on Autonomous Driving},
     year = {2024},
   }

6. 3DV

   

   Saluda: Surface-based automotive lidar unsupervised domain adaptation

   Björn Michele, Alexandre Boulch, Gilles Puy, Tuan-Hung Vu, Renaud Marlet, and Nicolas Courty

   In International Conference on 3D Vision, 2024

   arXiv Bib Code

   @inproceedings{boulch20243dvsaluda,
     title = {Saluda: Surface-based automotive lidar unsupervised domain adaptation},
     author = {Michele, Björn and Boulch, Alexandre and Puy, Gilles and Vu, Tuan-Hung and Marlet, Renaud and Courty, Nicolas},
     booktitle = {International Conference on 3D Vision},
     year = {2024},
   }

7. 3DV

   

   Bevcontrast: Self-supervision in bev space for automotive lidar point clouds

   Corentin Sautier, Gilles Puy, Alexandre Boulch, Renaud Marlet, and Vincent Lepetit

   In International Conference on 3D Vision, 2024

   arXiv Bib Code

   @inproceedings{boulch20243dvbevcontrast,
     title = {Bevcontrast: Self-supervision in bev space for automotive lidar point clouds},
     author = {Sautier, Corentin and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud and Lepetit, Vincent},
     booktitle = {International Conference on 3D Vision},
     year = {2024},
   }

2023

1. ICCV

   

   Using a waffle iron for automotive point cloud semantic segmentation

   Gilles Puy, Alexandre Boulch, and Renaud Marlet

   In International Conference on Computer Vision, 2023

   arXiv Bib HTML Code

   @inproceedings{boulch2023iccvwaffleiron,
     title = {Using a waffle iron for automotive point cloud semantic segmentation},
     author = {Puy, Gilles and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {International Conference on Computer Vision},
     year = {2023},
   }

2. CVPR

   

   Rangevit: Towards vision transformers for 3d semantic segmentation in autonomous driving

   Angelika Ando, Spyros Gidaris, Andrei Bursuc, Gilles Puy, Alexandre Boulch, and Renaud Marlet

   In Conference on computer vision and pattern recognition, 2023

   arXiv Bib HTML Code Website

   @inproceedings{boulch2023cvprrangevit,
     title = {Rangevit: Towards vision transformers for 3d semantic segmentation in autonomous driving},
     author = {Ando, Angelika and Gidaris, Spyros and Bursuc, Andrei and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {Conference on computer vision and pattern recognition},
     year = {2023},
   }

3. CVPR

   

   ALSO: Automotive lidar self-supervision by occupancy estimation

   Alexandre Boulch, Corentin Sautier, Björn Michele, Gilles Puy, and Renaud Marlet

   In Conference on Computer Vision and Pattern Recognition, 2023

   arXiv Bib HTML Code Website

   @inproceedings{boulch2023cvpralso,
     title = {ALSO: Automotive lidar self-supervision by occupancy estimation},
     author = {Boulch, Alexandre and Sautier, Corentin and Michele, Björn and Puy, Gilles and Marlet, Renaud},
     booktitle = {Conference on Computer Vision and Pattern Recognition},
     year = {2023},
   }

4. MLJ

   

   Weakly supervised change detection using guided anisotropic diffusion

   Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, and Yann Gousseau

   Machine Learning, 2023

   arXiv Bib HTML

   @article{boulch2023weakly,
     title = {Weakly supervised change detection using guided anisotropic diffusion},
     author = {Daudt, Rodrigo Caye and Saux, Bertrand Le and Boulch, Alexandre and Gousseau, Yann},
     journal = {Machine Learning},
     year = {2023},
   }

2022

1. ICPR

   

   Deep surface reconstruction from point clouds with visibility information

   Raphael Sulzer, Loic Landrieu, Alexandre Boulch, Renaud Marlet, and Bruno Vallet

   In International Conference on Pattern Recognition, 2022

   arXiv HAL Bib HTML Code

   @inproceedings{boulch2022deepsurface,
     title = {Deep surface reconstruction from point clouds with visibility information},
     author = {Sulzer, Raphael and Landrieu, Loic and Boulch, Alexandre and Marlet, Renaud and Vallet, Bruno},
     booktitle = {International Conference on Pattern Recognition},
     year = {2022},
   }

2. ICPR

   

   VASAD: a volume and semantic dataset for building reconstruction from point clouds

   Pierre-Alain Langlois, Yang Xiao, Alexandre Boulch, and Renaud Marlet

   In International Conference on Pattern Recognition, 2022

   HAL Bib HTML Code

   @inproceedings{boulch2022vasad,
     title = {VASAD: a volume and semantic dataset for building reconstruction from point clouds},
     author = {Langlois, Pierre-Alain and Xiao, Yang and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {International Conference on Pattern Recognition},
     year = {2022},
   }

3. arXiv

   

   Croco: Cross-modal contrastive learning for localization of earth observation data

   Wei-Hsin Tseng, Hoàng-Ân Lê, Alexandre Boulch, Sébastien Lefèvre, and Dirk Tiede

   arXiv preprint, 2022

   arXiv HAL Bib HTML

   @article{boulch2022croco,
     title = {Croco: Cross-modal contrastive learning for localization of earth observation data},
     author = {Tseng, Wei-Hsin and Lê, Hoàng-Ân and Boulch, Alexandre and Lefèvre, Sébastien and Tiede, Dirk},
     journal = {arXiv preprint},
     year = {2022},
   }

4. CVPR

   

   Image-to-lidar self-supervised distillation for autonomous driving data

   Corentin Sautier, Gilles Puy, Spyros Gidaris, Alexandre Boulch, Andrei Bursuc, and Renaud Marlet

   In Conference on Computer Vision and Pattern Recognition, 2022

   arXiv Bib HTML Code

   @inproceedings{boulch2022cvprslidr,
     title = {Image-to-lidar self-supervised distillation for autonomous driving data},
     author = {Sautier, Corentin and Puy, Gilles and Gidaris, Spyros and Boulch, Alexandre and Bursuc, Andrei and Marlet, Renaud},
     booktitle = {Conference on Computer Vision and Pattern Recognition},
     year = {2022},
   }

5. CVPR

   

   Poco: Point convolution for surface reconstruction

   Alexandre Boulch and Renaud Marlet

   In Conference on computer vision and pattern recognition, 2022

   arXiv Bib HTML Code

   @inproceedings{boulch2022cvprpoco,
     title = {Poco: Point convolution for surface reconstruction},
     author = {Boulch, Alexandre and Marlet, Renaud},
     booktitle = {Conference on computer vision and pattern recognition},
     year = {2022},
   }

6. NeurIPS-W

   

   Multi-Modal 3D GAN for Urban Scenes

   Loïck Chambon, Mickael Chen, Tuan-Hung Vu, Alexandre Boulch, Andrei Bursuc, Matthieu Cord, and Patrick Pérez

   In Conference on Neural Information Processing Systems Workshop, 2022

   Bib PDF Poster

   @inproceedings{boulch2022modal,
     title = {Multi-Modal 3D GAN for Urban Scenes},
     author = {Chambon, Loïck and Chen, Mickael and Vu, Tuan-Hung and Boulch, Alexandre and Bursuc, Andrei and Cord, Matthieu and Pérez, Patrick},
     booktitle = {Conference on Neural Information Processing Systems Workshop},
     year = {2022},
   }

7. MLJ

   

   "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, and Sébastien Lefèvre

   Machine Learning. Dataset , 2022

   arXiv Bib HTML

   @article{boulch2022jursesemseg,
     title = {"Semi-supervised semantic segmentation in earth observation: The minifrance suite, dataset analysis and multi-task network study"},
     author = {Castillo-Navarro, Javiera and Saux, Bertrand Le and Boulch, Alexandre and Audebert, Nicolas and Lefèvre, Sébastien},
     journal = {Machine Learning},
     year = {2022},
   }

8. GRSM

   

   Report on the 2022 IEEE Geoscience and Remote Sensing Society Data Fusion Contest: Semisupervised learning

   Ronny Hansch, Claudio Persello, Gemine Vivone, Javiera Castillo Navarro, Alexandre Boulch, Sebastien Lefevre, and Bertrand Le Saux

   IEEE geoscience and remote sensing magazine, 2022

   HAL Bib HTML

   @article{boulch2022dfc,
     title = {Report on the 2022 IEEE Geoscience and Remote Sensing Society Data Fusion Contest: Semisupervised learning},
     author = {Hansch, Ronny and Persello, Claudio and Vivone, Gemine and Navarro, Javiera Castillo and Boulch, Alexandre and Lefevre, Sebastien and Saux, Bertrand Le},
     journal = {IEEE geoscience and remote sensing magazine},
     year = {2022},
   }

2021

1. 3DV

   

   Needrop: Self-supervised shape representation from sparse point clouds using needle dropping

   Alexandre Boulch, Pierre-Alain Langlois, Gilles Puy, and Renaud Marlet

   In International Conference on 3D Vision, 2021

   arXiv Bib HTML Code

   @inproceedings{boulch20213dvneedrop,
     title = {Needrop: Self-supervised shape representation from sparse point clouds using needle dropping},
     author = {Boulch, Alexandre and Langlois, Pierre-Alain and Puy, Gilles and Marlet, Renaud},
     booktitle = {International Conference on 3D Vision},
     year = {2021},
   }

2. 3DV

   

   Generative zero-shot learning for semantic segmentation of 3d point clouds

   Björn Michele, Alexandre Boulch, Gilles Puy, Maxime Bucher, and Renaud Marlet

   In International Conference on 3D Vision, 2021

   arXiv Bib HTML Code

   @inproceedings{boulch20213dv3dzsl,
     title = {Generative zero-shot learning for semantic segmentation of 3d point clouds},
     author = {Michele, Björn and Boulch, Alexandre and Puy, Gilles and Bucher, Maxime and Marlet, Renaud},
     booktitle = {International Conference on 3D Vision},
     year = {2021},
   }

3. ICCV

   

   PCAM: Product of cross-attention matrices for rigid registration of point clouds

   Anh-Quan Cao, Gilles Puy, Alexandre Boulch, and Renaud Marlet

   In International conference on computer vision, 2021

   arXiv HAL Bib HTML Code

   @inproceedings{boulch2021iccvpcam,
     title = {PCAM: Product of cross-attention matrices for rigid registration of point clouds},
     author = {Cao, Anh-Quan and Puy, Gilles and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {International conference on computer vision},
     year = {2021},
   }

4. ICIP

   

   3D Reconstruction By Parameterized Surface Mapping

   Pierre-Alain Langlois, Matthew Fisher, Oliver Wang, Vladimir Kim, Alexandre Boulch, Renaud Marlet, and Bryan Russell

   In International Conference on Image Processing, 2021

   HAL Bib HTML

   @inproceedings{boulch2021icipmultiview,
     title = {3D Reconstruction By Parameterized Surface Mapping},
     author = {Langlois, Pierre-Alain and Fisher, Matthew and Wang, Oliver and Kim, Vladimir and Boulch, Alexandre and Marlet, Renaud and Russell, Bryan},
     booktitle = {International Conference on Image Processing},
     year = {2021},
   }

5. ICPR

   

   Starflow: A spatiotemporal recurrent cell for lightweight multi-frame optical flow estimation

   Pierre Godet, Alexandre Boulch, Aurélien Plyer, and Guy Le Besnerais

   In International conference on pattern recognition, 2021

   arXiv HAL Bib HTML Code

   @inproceedings{boulch2021icprstarflow,
     title = {Starflow: A spatiotemporal recurrent cell for lightweight multi-frame optical flow estimation},
     author = {Godet, Pierre and Boulch, Alexandre and Plyer, Aurélien and Besnerais, Guy Le},
     booktitle = {International conference on pattern recognition},
     year = {2021},
   }

6. ICLR-W

   

   Energy-based models for earth observation applications

   Javiera Castillo Navarro, Bertrand Le Saux, Alexandre Boulch, and Sébastien Lefevre

   In International Conference on Learning representation, Energy Based Models Workshop. Paper@HAL , 2021

   Bib HTML

   @inproceedings{boulch2021energy,
     title = {Energy-based models for earth observation applications},
     author = {Navarro, Javiera Castillo and Saux, Bertrand Le and Boulch, Alexandre and Lefevre, Sébastien},
     booktitle = {International Conference on Learning representation, Energy Based Models Workshop},
     year = {2021},
   }

7. TGRS

   

   Energy-based models in Earth observation: From generation to semisupervised learning

   Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, and Sebastien Lefevre

   IEEE Transactions on Geoscience and Remote Sensing. Paper@HAL , 2021

   Bib HTML

   @article{boulch2021energytgrs,
     title = {Energy-based models in Earth observation: From generation to semisupervised learning},
     author = {Castillo-Navarro, Javiera and Saux, Bertrand Le and Boulch, Alexandre and Lefevre, Sebastien},
     journal = {IEEE Transactions on Geoscience and Remote Sensing},
     year = {2021},
   }

8. IGARSS

   

   Classification and generation of Earth observation images using a joint energy-based model

   Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, and Sébastien Lefèvre

   In International Geoscience and Remote Sensing Symposium. Paper@HAL , 2021

   Bib HTML

   @inproceedings{boulch2021classification,
     title = {Classification and generation of Earth observation images using a joint energy-based model},
     author = {Castillo-Navarro, Javiera and Saux, Bertrand Le and Boulch, Alexandre and Lefèvre, Sébastien},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2021},
   }

2020

1. ACCV

   

   FKAConv: Feature-Kernel Alignment for Point Cloud Convolution

   Alexandre Boulch, Gilles Puy, and Renaud Marlet

   In Asian Conference on Computer Vision, 2020

   arXiv Bib HTML Code Slides

   @inproceedings{boulch2020accvfkaconv,
     title = {FKAConv: Feature-Kernel Alignment for Point Cloud Convolution},
     author = {Boulch, Alexandre and Puy, Gilles and Marlet, Renaud},
     booktitle = {Asian Conference on Computer Vision},
     year = {2020},
   }

2. ECML PKDD

   

   On auxiliary losses for semi-supervised semantic segmentation

   Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, and Sébastien Lefevre

   In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2020

   Bib HTML PDF Video

   @inproceedings{boulch2020ecmlwmacleansemisupthumb,
     title = {On auxiliary losses for semi-supervised semantic segmentation},
     author = {Castillo-Navarro, Javiera and Saux, Bertrand Le and Boulch, Alexandre and Lefevre, Sébastien},
     booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
     year = {2020},
   }

3. ECCV

   

   Flot: Scene flow on point clouds guided by optimal transport

   Gilles Puy, Alexandre Boulch, and Renaud Marlet

   In European conference on computer vision, 2020

   arXiv Bib HTML

   @inproceedings{boulch2020eccvflot,
     title = {Flot: Scene flow on point clouds guided by optimal transport},
     author = {Puy, Gilles and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {European conference on computer vision},
     year = {2020},
   }

4. C&G

   

   ConvPoint: Continuous convolutions for point cloud processing

   Alexandre Boulch

   Computers & Graphics, 2020

   arXiv Bib HTML Code Slides

   @article{boulch2020cagconvpoint,
     title = {ConvPoint: Continuous convolutions for point cloud processing},
     author = {Boulch, Alexandre},
     journal = {Computers \& Graphics},
     year = {2020},
   }

5. AL

   

   Artificial Intelligence and Decision Making - Recent Examples of Deep Learning Contributions for Earth Observation Issues

   E. Colin Koeniguer, G. Le Besnerais, A. Chan Hon Tong, B. Le Saux, A. Boulch, P. Trouvé, R. Caye Daudt, N. Audebert, G. Brigot, P. Godet, B. Le Teurnier, M. Carvalho, and J. Castillo-Navarro

   AerospaceLab journal, 2020

   Bib PDF

   @article{boulch2020aidecision,
     title = {Artificial Intelligence and Decision Making - Recent Examples of Deep Learning Contributions for Earth Observation Issues},
     author = {Koeniguer, E. Colin and Besnerais, G. Le and Tong, A. Chan Hon and Saux, B. Le and Boulch, A. and Trouvé, P. and Daudt, R. Caye and Audebert, N. and Brigot, G. and Godet, P. and Teurnier, B. Le and Carvalho, M. and Castillo-Navarro, J.},
     journal = {AerospaceLab journal},
     year = {2020},
   }

2019

1. JURSE

   

   What data are needed for semantic segmentation in earth observation?

   Javiera Castillo-Navarro, Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, and Sébastien Lefèvre

   In Joint urban remote sensing event, 2019

   Bib HTML PDF

   @inproceedings{boulch2019jursesemseg,
     title = {What data are needed for semantic segmentation in earth observation?},
     author = {Castillo-Navarro, Javiera and Audebert, Nicolas and Boulch, Alexandre and Saux, Bertrand Le and Lefèvre, Sébastien},
     booktitle = {Joint urban remote sensing event},
     year = {2019},
   }

2. IGARSS

   

   Learning to understand earth observation images with weak and unreliable ground truth

   Rodrigo Caye Daudt, Adrien Chan-Hon-Tong, Bertrand Le Saux, and Alexandre Boulch

   In International Geoscience and Remote Sensing Symposium, 2019

   HAL Bib HTML

   @inproceedings{boulch2019igarssweak,
     title = {Learning to understand earth observation images with weak and unreliable ground truth},
     author = {Daudt, Rodrigo Caye and Chan-Hon-Tong, Adrien and Saux, Bertrand Le and Boulch, Alexandre},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2019},
   }

3. CVPR-W

   

   Guided anisotropic diffusion and iterative learning for weakly supervised change detection

   Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, and Yann Gousseau

   In Conference on Computer Vision and Pattern Recognition, Workshop, 2019

   arXiv Bib HTML

   @inproceedings{boulch2019cvprwchangedetectionthum,
     title = {Guided anisotropic diffusion and iterative learning for weakly supervised change detection},
     author = {Daudt, Rodrigo Caye and Saux, Bertrand Le and Boulch, Alexandre and Gousseau, Yann},
     booktitle = {Conference on Computer Vision and Pattern Recognition, Workshop},
     year = {2019},
   }

4. CVIU

   

   Distance transform regression for spatially-aware deep semantic segmentation

   Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, and Sébastien Lefèvre

   In Computer Vision and Image Understanding, 2019

   arXiv Bib HTML

   @inproceedings{boulch2019cviusemseg,
     title = {Distance transform regression for spatially-aware deep semantic segmentation},
     author = {Audebert, Nicolas and Boulch, Alexandre and Saux, Bertrand Le and Lefèvre, Sébastien},
     booktitle = {Computer Vision and Image Understanding},
     year = {2019},
   }

5. CVIU

   

   Multitask learning for large-scale semantic change detection

   Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, and Yann Gousseau

   In Computer Vision and Image Understanding, 2019

   arXiv Bib HTML

   @inproceedings{boulch2019cviuchangedetectionthumb,
     title = {Multitask learning for large-scale semantic change detection},
     author = {Daudt, Rodrigo Caye and Saux, Bertrand Le and Boulch, Alexandre and Gousseau, Yann},
     booktitle = {Computer Vision and Image Understanding},
     year = {2019},
   }

6. 3DV

   

   Fast stereo disparity maps refinement by fusion of data-based and model-based estimations

   Maxime Ferrera, Alexandre Boulch, and Julien Moras

   In International Conference on 3D Vision, 2019

   HAL Bib HTML

   @inproceedings{boulch20193dvdisparity,
     title = {Fast stereo disparity maps refinement by fusion of data-based and model-based estimations},
     author = {Ferrera, Maxime and Boulch, Alexandre and Moras, Julien},
     booktitle = {International Conference on 3D Vision},
     year = {2019},
   }

7. 3DV

   

   Surface reconstruction from 3d line segments

   Pierre-Alain Langlois, Alexandre Boulch, and Renaud Marlet

   In International Conference on 3D Vision, 2019

   arXiv HAL Bib HTML

   @inproceedings{boulch20193dvsurfacereconsthumbnai,
     title = {Surface reconstruction from 3d line segments},
     author = {Langlois, Pierre-Alain and Boulch, Alexandre and Marlet, Renaud},
     booktitle = {International Conference on 3D Vision},
     year = {2019},
   }

8. RS

   

   Retrieval of forest vertical structure from PolInSAR data by machine learning using LIDAR-derived features

   Guillaume Brigot, Marc Simard, Elise Colin-Koeniguer, and Alexandre Boulch

   Remote Sensing, 2019

   Bib

   @article{boulch2019retrieval,
     title = {Retrieval of forest vertical structure from PolInSAR data by machine learning using LIDAR-derived features},
     author = {Brigot, Guillaume and Simard, Marc and Colin-Koeniguer, Elise and Boulch, Alexandre},
     journal = {Remote Sensing},
     year = {2019},
   }

9. arXiv

   

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

   Marcela Carvalho, Maxime Ferrera, Alexandre Boulch, Julien Moras, Bertrand Le Saux, and Pauline Trouvé-Peloux

   arXiv preprint, 2019

   arXiv HAL Bib

   @article{boulch2019colearning,
     title = {Technical Report: Co-learning of geometry and semantics for online 3D mapping},
     author = {Carvalho, Marcela and Ferrera, Maxime and Boulch, Alexandre and Moras, Julien and Saux, Bertrand Le and Trouvé-Peloux, Pauline},
     journal = {arXiv preprint},
     year = {2019},
   }

10. 

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

    Antoine Hurmane, Jean-Michel Roche, Francois-Henri Leroy, Alexandre Boulch, and Guy Le Besneray

    In 21ème Journées Nationales sur les Composites, 2019

    HAL Bib

    @inproceedings{boulch2019materiaux,
      title = {Détection et reconnaissance d’endommagements dans les matériaux composites par Deep Learning},
      author = {Hurmane, Antoine and Roche, Jean-Michel and Leroy, Francois-Henri and Boulch, Alexandre and Besneray, Guy Le},
      booktitle = {21ème Journées Nationales sur les Composites},
      year = {2019},
    }

11. GRETSI

    

    Estimation de flot optique multiframe par apprentissage profond

    Pierre Godet, Aurélien Plyer, Alexandre Boulch, and Guy Le Besnerais

    In Colloque GRETSI sur le Traitement du Signal et des Images, 2019

    HAL Bib

    @inproceedings{boulch2019gretsiopticalflow,
      title = {Estimation de flot optique multiframe par apprentissage profond},
      author = {Godet, Pierre and Plyer, Aurélien and Boulch, Alexandre and Besnerais, Guy Le},
      booktitle = {Colloque GRETSI sur le Traitement du Signal et des Images},
      year = {2019},
    }

12. GRETSI

    

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

    Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, and Sébastien Lefèvre

    In Colloque GRETSI sur le Traitement du Signal et des Images, 2019

    Bib PDF

    @inproceedings{boulch2019gretsisemisup,
      title = {Réseaux de neurones semi-supervisés pour la segmentation sémantique en télédétection},
      author = {Castillo-Navarro, Javiera and Saux, Bertrand Le and Boulch, Alexandre and Lefèvre, Sébastien},
      booktitle = {Colloque GRETSI sur le Traitement du Signal et des Images},
      year = {2019},
    }

2018

1. RFIAP

   

   Segmentation sémantique profonde par régression sur cartes de distances signées

   Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, and Sébastien Lefèvre

   In Reconnaissance des Formes, Image, Apprentissage et Perception, 2018

   HAL Bib

   @inproceedings{boulch2018cviusemseg,
     title = {Segmentation sémantique profonde par régression sur cartes de distances signées},
     author = {Audebert, Nicolas and Boulch, Alexandre and Saux, Bertrand Le and Lefèvre, Sébastien},
     booktitle = {Reconnaissance des Formes, Image, Apprentissage et Perception},
     year = {2018},
   }

2. RFIAP

   

   Détection dense de changements par réseaux de neurones siamois

   Rodrigo Caye Daudt, Bertrand Le Saux, Alexandre Boulch, and Yann Gousseau

   In Reconnaissance des Formes, Image, Apprentissage et Perception, 2018

   HAL Bib

   @inproceedings{boulch20182018igarsschange,
     title = {Détection dense de changements par réseaux de neurones siamois},
     author = {Daudt, Rodrigo Caye and Saux, Bertrand Le and Boulch, Alexandre and Gousseau, Yann},
     booktitle = {Reconnaissance des Formes, Image, Apprentissage et Perception},
     year = {2018},
   }

3. PRL

   

   Reducing parameter number in residual networks by sharing weights

   Alexandre Boulch

   Pattern Recognition Letters, 2018

   arXiv Bib HTML

   @article{boulch20182018prlsharesnet,
     title = {Reducing parameter number in residual networks by sharing weights},
     author = {Boulch, Alexandre},
     journal = {Pattern Recognition Letters},
     year = {2018},
   }

4. IGARSS

   

   Learning speckle suppression in SAR images without ground truth: application to sentinel-1 time-series

   Alexandre Boulch, Pauline Trouvé, Elise Koeniguer, Fabrice Janez, and Bertr Le Saux

   In International Geoscience and Remote Sensing Symposium, 2018

   Bib HTML PDF

   @inproceedings{boulch20182018igarssdenoising,
     title = {Learning speckle suppression in SAR images without ground truth: application to sentinel-1 time-series},
     author = {Boulch, Alexandre and Trouvé, Pauline and Koeniguer, Elise and Janez, Fabrice and Saux, Bertr Le},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2018},
   }

5. IGARSS

   

   Urban change detection for multispectral earth observation using convolutional neural networks

   Rodrigo Caye Daudt, Bertr Le Saux, Alexandre Boulch, and Yann Gousseau

   In International Geoscience and Remote Sensing Symposium, 2018

   arXiv Bib HTML

   @inproceedings{boulch20182018igarsschangeb,
     title = {Urban change detection for multispectral earth observation using convolutional neural networks},
     author = {Daudt, Rodrigo Caye and Saux, Bertr Le and Boulch, Alexandre and Gousseau, Yann},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2018},
   }

6. IGARSS

   

   Railway detection: From filtering to segmentation networks

   Bertrand Le Saux, Anne Beaupère, Alexandre Boulch, Jérémie Brossard, Antoine Manier, and Guilhem Villemin

   In International Geoscience and Remote Sensing Symposium. PDF @ HAL , 2018

   Bib HTML

   @inproceedings{boulch20182018igarssrailway,
     title = {Railway detection: From filtering to segmentation networks},
     author = {Saux, Bertrand Le and Beaupère, Anne and Boulch, Alexandre and Brossard, Jérémie and Manier, Antoine and Villemin, Guilhem},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2018},
   }

7. IGARSS

   

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

   Bohao Huang, Kangkang Lu, Nicolas Audeberr, Andrew Khalel, Yuliya Tarabalka, Jordan Malof, Alexandre Boulch, Bertr Le Saux, Leslie Collins, and Kyle Bradbury

   In International Geoscience and Remote Sensing Symposium. PDF @ HAL , 2018

   Bib HTML

   @inproceedings{boulch20182018igarsslargescale,
     title = {Large-scale semantic classification: outcome of the first year of inria aerial image labeling benchmark},
     author = {Huang, Bohao and Lu, Kangkang and Audeberr, Nicolas and Khalel, Andrew and Tarabalka, Yuliya and Malof, Jordan and Boulch, Alexandre and Saux, Bertr Le and Collins, Leslie and Bradbury, Kyle},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2018},
   }

8. EUSAR

   

   Colored visualization of multitemporal SAR data for change detection: issues and methods

   Elise Colin-Koeniguer, Alexandre Boulch, Pauline Trouve-Peloux, and Fabrice Janez

   In European Conference on Synthetic Aperture Radar, 2018

   Bib HTML

   @inproceedings{boulch2018template,
     title = {Colored visualization of multitemporal SAR data for change detection: issues and methods},
     author = {Colin-Koeniguer, Elise and Boulch, Alexandre and Trouve-Peloux, Pauline and Janez, Fabrice},
     booktitle = {European Conference on Synthetic Aperture Radar},
     year = {2018},
   }

9. ICIP

   

   Fully convolutional siamese networks for change detection

   Rodrigo Caye Daudt, Bertr Le Saux, and Alexandre Boulch

   In International conference on image processing, 2018

   arXiv HAL Bib HTML

   @inproceedings{boulch20182018icipchange,
     title = {Fully convolutional siamese networks for change detection},
     author = {Daudt, Rodrigo Caye and Saux, Bertr Le and Boulch, Alexandre},
     booktitle = {International conference on image processing},
     year = {2018},
   }

10. C&G

    

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

    Alexandre Boulch, Joris Guerry, Bertrand Le Saux, and Nicolas Audebert

    Computers & Graphics, 2018

    Bib HTML PDF Code

    @article{boulch20182017cagsnapnet,
      title = {SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks},
      author = {Boulch, Alexandre and Guerry, Joris and Saux, Bertrand Le and Audebert, Nicolas},
      journal = {Computers \& Graphics},
      year = {2018},
    }

11. arXiv

    

    Ionospheric activity prediction using convolutional recurrent neural networks

    Alexandre Boulch, Noëlie Cherrier, and Thibaut Castaings

    arXiv preprint, 2018

    Bib HTML PDF

    @article{boulch20182017iconipspace,
      title = {Ionospheric activity prediction using convolutional recurrent neural networks},
      author = {Boulch, Alexandre and Cherrier, Noëlie and Castaings, Thibaut},
      journal = {arXiv preprint},
      year = {2018},
    }

2017

1. 3DOR

   

   Point-cloud shape retrieval of non-rigid toys

   F Limberger, RC Wilson, M Aono, N Audebert, A Boulch, B Bustos, Andrea Giachetti, A Godil, B Le Saux, and B Li

   In Eurographics Workshop on 3D Object Retrieval. The Eurographics Association, 2017

   Bib HTML PDF

   @inproceedings{boulch201720173dorshrectoys,
     title = {Point-cloud shape retrieval of non-rigid toys},
     author = {Limberger, F and Wilson, RC and Aono, M and Audebert, N and Boulch, A and Bustos, B and Giachetti, Andrea and Godil, A and Saux, B Le and Li, B},
     booktitle = {Eurographics Workshop on 3D Object Retrieval. The Eurographics Association},
     year = {2017},
   }

2. 3DOR

   

   SHREC’17: deformable shape retrieval with missing parts

   Emanuele Rodolà, Luca Cosmo, Or Litany, Michael M Bronstein, Alexander M Bronstein, Nicolas Audebert, A Ben Hamza, Alexandre Boulch, Umberto Castellani, and Do MN

   In Eurographics Workshop on 3D Object Retrieval, 2017

   Bib HTML PDF

   @inproceedings{boulch201720173dorshrecshapes,
     title = {SHREC'17: deformable shape retrieval with missing parts},
     author = {Rodolà, Emanuele and Cosmo, Luca and Litany, Or and Bronstein, Michael M and Bronstein, Alexander M and Audebert, Nicolas and Hamza, A Ben and Boulch, Alexandre and Castellani, Umberto and MN, Do},
     booktitle = {Eurographics Workshop on 3D Object Retrieval},
     year = {2017},
   }

3. JURSE

   

   Deep learning for urban remote sensing

   Nicolas Audebert, Alexandre Boulch, Hicham Randrianarivo, Bertrand Le Saux, Marin Ferecatu, Sébastien Lefevre, and Renaud Marlet

   In Joint Urban Remote Sensing Event, 2017

   HAL Bib HTML PDF

   @inproceedings{boulch20172017jursedeep,
     title = {Deep learning for urban remote sensing},
     author = {Audebert, Nicolas and Boulch, Alexandre and Randrianarivo, Hicham and Saux, Bertrand Le and Ferecatu, Marin and Lefevre, Sébastien and Marlet, Renaud},
     booktitle = {Joint Urban Remote Sensing Event},
     year = {2017},
   }

4. ICONIP

   

   Deep sequence-to-sequence neural networks for ionospheric activity map prediction

   Noëlie Cherrier, Thibaut Castaings, and Alexandre Boulch

   In International Conference on Neural Information Processing, 2017

   Bib HTML

   @inproceedings{boulch20172017iconipspace,
     title = {Deep sequence-to-sequence neural networks for ionospheric activity map prediction},
     author = {Cherrier, Noëlie and Castaings, Thibaut and Boulch, Alexandre},
     booktitle = {International Conference on Neural Information Processing},
     year = {2017},
   }

5. ICCV-W

   

   Snapnet-r: Consistent 3d multi-view semantic labeling for robotics

   Joris Guerry, Alexandre Boulch, Bertrand Le Saux, Julien Moras, Aurélien Plyer, and David Filliat

   In International conference on computer vision workshops, 2017

   Bib HTML PDF

   @inproceedings{boulch20172017iccv3drmssnapnetr,
     title = {Snapnet-r: Consistent 3d multi-view semantic labeling for robotics},
     author = {Guerry, Joris and Boulch, Alexandre and Saux, Bertrand Le and Moras, Julien and Plyer, Aurélien and Filliat, David},
     booktitle = {International conference on computer vision workshops},
     year = {2017},
   }

6. 

   Radar and optical remote sensing in offshore domain to detect, characterize, and quantify ocean surface oil slicks

   S Angelliaume, X Ceamanos, F Viallefont-Robinet, R Baqué, Ph Déliot, and V Miegebielle

   In Remote Sensing of the Ocean, Sea Ice, Coastal Waters, and Large Water Regions, 2017

   Bib HTML

   @inproceedings{boulch2017oilslicks,
     title = {Radar and optical remote sensing in offshore domain to detect, characterize, and quantify ocean surface oil slicks},
     author = {Angelliaume, S and Ceamanos, X and Viallefont-Robinet, F and Baqué, R and Déliot, Ph and Miegebielle, V},
     booktitle = {Remote Sensing of the Ocean, Sea Ice, Coastal Waters, and Large Water Regions},
     year = {2017},
   }

2016

1. 

   Off-the-shelf deep learning pipeline for remote sensing applications

   Rachit Tripathi, Adrien Chan-Hon-Tong, and Alexandre Boulch

   In Big Data from Space (BIDS), ESA Workshop, 2016

   Bib PDF

   @inproceedings{boulch20162017bidsshelf,
     title = {Off-the-shelf deep learning pipeline for remote sensing applications},
     author = {Tripathi, Rachit and Chan-Hon-Tong, Adrien and Boulch, Alexandre},
     booktitle = {Big Data from Space (BIDS), ESA Workshop},
     year = {2016},
   }

2. 

   Deep learning for remote sensing

   Nicolas Audebert, Alexandre Boulch, Adrien Lagrange, Bertrand Le Saux, and Sébastien Lefevre

   In Communications of the 16th ONERA-DLR Aerospace Symposium, 2016

   Bib PDF

   @inproceedings{boulch20162016odasdl4rs,
     title = {Deep learning for remote sensing},
     author = {Audebert, Nicolas and Boulch, Alexandre and Lagrange, Adrien and Saux, Bertrand Le and Lefevre, Sébastien},
     booktitle = {Communications of the 16th ONERA-DLR Aerospace Symposium},
     year = {2016},
   }

3. CGF

   

   Deep learning for robust normal estimation in unstructured point clouds

   Alexandre Boulch and Renaud Marlet

   Computer graphics forum, 2016

   Bib HTML PDF Code Slides

   @article{boulch20162016cgfnormals,
     title = {Deep learning for robust normal estimation in unstructured point clouds},
     author = {Boulch, Alexandre and Marlet, Renaud},
     journal = {Computer graphics forum},
     year = {2016},
   }

2015

1. IGARSS

   

   Benchmarking classification of earth-observation data: From learning explicit features to convolutional networks

   Adrien Lagrange, Bertrand Le Saux, Anne Beaupere, Alexandre Boulch, Adrien Chan-Hon-Tong, Stéphane Herbin, Hicham Randrianarivo, and Marin Ferecatu

   In International Geoscience and Remote Sensing Symposium, 2015

   Bib HTML PDF

   @inproceedings{boulch20152016jstarseo,
     title = {Benchmarking classification of earth-observation data: From learning explicit features to convolutional networks},
     author = {Lagrange, Adrien and Saux, Bertrand Le and Beaupere, Anne and Boulch, Alexandre and Chan-Hon-Tong, Adrien and Herbin, Stéphane and Randrianarivo, Hicham and Ferecatu, Marin},
     booktitle = {International Geoscience and Remote Sensing Symposium},
     year = {2015},
   }

2. GRETSI

   

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

   Adrien Chan-Hon-Tong, Stephane Herbin, and Alexandre Boulch

   In Colloque GRETSI sur le Traitement du Signal et des Images, 2015

   HAL Bib

   @inproceedings{boulch20152015gretsiboxes,
     title = {Un générateur de boites englobantes parcimonieux pour la détection d'objets dans des vidéos},
     author = {Chan-Hon-Tong, Adrien and Herbin, Stephane and Boulch, Alexandre},
     booktitle = {Colloque GRETSI sur le Traitement du Signal et des Images},
     year = {2015},
   }

3. 

   DAG of convolutional networks for semantic labeling

   Alexandre Boulch

   2015

   Bib PDF

   @misc{boulch2015dag,
     title = {DAG of convolutional networks for semantic labeling},
     author = {Boulch, Alexandre},
     howpublished = {Technical report, Office national d’études et de recherches aérospatiales},
     year = {2015},
   }

2014

1. ICPR

   

   Statistical criteria for shape fusion and selection

   Alexandre Boulch and Renaud Marlet

   In International Conference on Pattern Recognition, 2014

   Bib HTML PDF Code

   @inproceedings{boulch20142014icprprimitives,
     title = {Statistical criteria for shape fusion and selection},
     author = {Boulch, Alexandre and Marlet, Renaud},
     booktitle = {International Conference on Pattern Recognition},
     year = {2014},
   }

2. CGF

   

   Piecewise‐planar 3D reconstruction with edge and corner regularization

   Alexandre Boulch, Martin La Gorce, and Renaud Marlet

   Computer Graphics Forum, 2014

   Bib HTML PDF

   @article{boulch20142014cgfrecons,
     title = {Piecewise‐planar 3D reconstruction with edge and corner regularization},
     author = {Boulch, Alexandre and de La Gorce, Martin and Marlet, Renaud},
     journal = {Computer Graphics Forum},
     year = {2014},
   }

2013

1. CGF

   

   Semantizing complex 3D scenes using constrained attribute grammars

   Alexandre Boulch, Simon Houllier, Renaud Marlet, and Olivier Tournaire

   Computer Graphics Forum, 2013

   Bib HTML PDF

   @article{boulch20132013cgfgrammars,
     title = {Semantizing complex 3D scenes using constrained attribute grammars},
     author = {Boulch, Alexandre and Houllier, Simon and Marlet, Renaud and Tournaire, Olivier},
     journal = {Computer Graphics Forum},
     year = {2013},
   }

2. GC

   

   Irreducible triangulations of surfaces with boundary

   Alexandre Boulch, Éric Colin Verdière, and Atsuhiro Nakamoto

   Graphs and Combinatorics, 2013

   HAL Bib HTML PDF

   @article{boulch20132012gactriangulation,
     title = {Irreducible triangulations of surfaces with boundary},
     author = {Boulch, Alexandre and de Verdière, Éric Colin and Nakamoto, Atsuhiro},
     journal = {Graphs and Combinatorics},
     year = {2013},
   }

2012

1. CGF

   

   Fast and robust normal estimation for point clouds with sharp features

   Alexandre Boulch and Renaud Marlet

   Computer graphics forum, 2012

   Bib HTML PDF Code Slides

   @article{boulch20122012cgfnormals,
     title = {Fast and robust normal estimation for point clouds with sharp features},
     author = {Boulch, Alexandre and Marlet, Renaud},
     journal = {Computer graphics forum},
     year = {2012},
   }