Publications

{@article{boulch2020lightconvpoint,
title={LightConvPoint: convolution for points},
author={Boulch, Alexandre and Puy, Gilles and Marlet, Renaud},
journal={arXiv preprint arXiv:2004.04462},
year={2020}
}

{@article{BOULCH202024,
author = {Alexandre Boulch}
title = {{ConvPoint: Continuous convolutions for point cloud processing}},
journal = {Computers & Graphics},
volume = {88},
pages = {24 - 34},
year = {2020},
issn = {0097-8493},
doi = {https://doi.org/10.1016/j.cag.2020.02.005},
url = {http://www.sciencedirect.com/science/article/pii/S0097849320300224},
}

@inproceedings{langlois2019surface,
title={Surface Reconstruction from 3D Line Segments},
author={Langlois, Pierre-Alain and Boulch, Alexandre and Marlet, Renaud},
booktitle={2019 International Conference on 3D Vision (3DV)},
pages={553--563},
year={2019},
organization={IEEE}
}

@inproceedings{ferrera2019fast,
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={2019 International Conference on 3D Vision (3DV)},
pages={9--17},
year={2019},
organization={IEEE}
}

@article{AUDEBERT2019102809,
title = {Distance transform regression for spatially-aware deep semantic segmentation},
author = {Audebert, Nicolas and Boulch, Alexandre and Le Saux, Bertrand and Lefèvre, Sébastien},
journal = {Computer Vision and Image Understanding},
pages = {102809},
issn = {1077-3142},
doi = {https://doi.org/10.1016/j.cviu.2019.102809},
url = {https://www.sciencedirect.com/science/article/pii/S1077314219301201},
year = {2019},
}

@article{CAYEDAUDT2019102783,
title = {Multitask learning for large-scale semantic change detection},
author = {Daudt, Rodrigo Caye and Saux, Bertrand Le and Boulch, Alexandre and Gousseau, Yann},
journal = {Computer Vision and Image Understanding},
pages = {102783},
issn = {1077-3142},
doi = {https://doi.org/10.1016/j.cviu.2019.07.003},
url = {https://www.sciencedirect.com/science/article/pii/S1077314219300992},
year = {2019},
volume = {187},
}

@InProceedings{Daudt_2019_CVPR_Workshops,
author = {Caye Daudt, Rodrigo and Le Saux, Bertrand and Boulch, Alexandre and Gousseau, Yann},
title = {Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

@article{boulch2019conv,
booktitle = {Eurographics Workshop on 3D Object Retrieval},
editor = {Biasotti, Silvia and Lavoué, Guillaume and Veltkamp, Remco},
title = {{Generalizing Discrete Convolutions for Unstructured Point Clouds}},
author = {Boulch, Alexandre},
year = {2019},
publisher = {The Eurographics Association},
ISSN = {1997-0471},
ISBN = {978-3-03868-077-2},
DOI = {10.2312/3dor.20191064}
}

@inproceedings{daudt2019learning,
author = { {Caye Daudt}, Rodrigo and {Chan-Hon-Tong}, Adrien and {Le Saux}, Bertrand and Boulch, Alexandre},
title = {Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth},
booktitle = {IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
venue = {Yokohama},
month = {July},
year = {2019},
}

@article{boulch2018ionosphere,
title={Ionospheric activity prediction using convolutional recurrent neural networks},
author={Boulch, Alexandre and Cherrier Noelie and Castaings Thibaut},
journal={arXiv preprint arXiv:1810.13273},
year={2018},
url={https://arxiv.org/abs/1810.13273}
}

@inproceedings{boulch:hal-01824557,
TITLE = { {Fully Convolutional Siamese Networks for Change Detection} },
AUTHOR = {Boulch, Alexandre and Daudt, Rodrigo Caye and Le Saux, Bertrand},
URL = {https://hal.archives-ouvertes.fr/hal-01824557},
BOOKTITLE = { {IEEE International Conference on Image Processing} },
ADDRESS = {Athens, Greece},
YEAR = {2018},
MONTH = Oct,
PDF = {https://hal.archives-ouvertes.fr/hal-01824557/file/2018_icip_change.pdf},
HAL_ID = {hal-01824557},
HAL_VERSION = {v1},
}

@inproceedings{audebert:hal-01809991,
TITLE = { { Segmentation s{\'e}mantique profonde par r{\'e}gression sur cartes de distances sign{\'e}es } },
AUTHOR = {Audebert, Nicolas and Boulch, Alexandre and Le Saux, Bertrand and Lef{\`e}vre, S{\'e}bastien},
URL = {https://hal.archives-ouvertes.fr/hal-01809991},
BOOKTITLE = { { Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP)} },
ADDRESS = {Marne-la-Vall{\'e}e, France},
YEAR = {2018},
MONTH = Jun,
PDF = {https://hal.archives-ouvertes.fr/hal-01809991/file/article-rfiap-apprentissage.pdf},
HAL_ID = {hal-01809991},
HAL_VERSION = {v1},
}

@inproceedings{boulch:hal-01823684,
TITLE = { {D{'e}tection dense de changements par r{'e}seaux de neurones siamois} },
AUTHOR = {Boulch, Alexandre and Daudt, Rodrigo Caye and Le Saux, Bertrand and Gousseau, Yann},
URL = {https://hal.archives-ouvertes.fr/hal-01823684},
BOOKTITLE = { {Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP)} },
ADDRESS = {Marne-la-Vall{'e}e, France},
YEAR = {2018},
MONTH = Jun,
PDF = {https://hal.archives-ouvertes.fr/hal-01823684/file/2018_rfiap_changement.pdf},
HAL_ID = {hal-01823684},
HAL_VERSION = {v1},
}

@inproceedings{daudt2018change,
title={Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks},
author={Daudt, Rodrigo Caye and Le Saux, Bertrand and Boulch, Alexandre and Gousseau, Yann},
booktitle={IEEE International Geoscience and Remote Sensing Symposium, IGARSS},
year={2018},
organization={IEEE}
}

@article{boulch2017snapnet,
title={SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks},
author={Boulch, Alexandre and Guerry, Joris and Le Saux, Bertrand and Audebert, Nicolas},
journal={Computers \& Graphics},
year={2017},
publisher={Elsevier}
}

@article{BOULCH201853,
title = {Reducing parameter number in residual networks by sharing weights},
journal = {Pattern Recognition Letters},
volume = {103},
pages = {53 - 59},
year = {2018},
issn = {0167-8655},
doi = {https://doi.org/10.1016/j.patrec.2018.01.006},
url = {https://www.sciencedirect.com/science/article/pii/S0167865518300060},
author = {Alexandre Boulch}
}

@inproceedings{DBLP:conf/iconip/CherrierCB17,
author = {No{\"{e}}lie Cherrier and Thibaut Castaings and Alexandre Boulch},
title = {Deep Sequence-to-Sequence Neural Networks for Ionospheric Activity
Map Prediction},
booktitle = {Neural Information Processing - 24th International Conference, {ICONIP} 2017, Guangzhou, China, November 14-18, 2017, Proceedings, Part {V}},
pages = {545--555},
year = {2017},
crossref = {DBLP:conf/iconip/2017-5},
url = {https://doi.org/10.1007/978-3-319-70139-4\_55},
doi = {10.1007/978-3-319-70139-4\_55},
timestamp = {Fri, 10 Aug 2018 11:00:37 +0200},
biburl = {https://dblp.org/rec/bib/conf/iconip/CherrierCB17},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{guerry2017snapnet,
title={SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics},
author={Guerry, Joris and Boulch, Alexandre and Le Saux, Bertrand and Moras, Julien and Plyer, Aur{'e}lien and Filliat, David},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={669--678},
year={2017}
}

@inproceedings{audebert2017deep,
title={Deep learning for urban remote sensing},
author={Audebert, Nicolas and Boulch, Alexandre and Randrianarivo, Hicham and Le Saux, Bertrand and Ferecatu, Marin and Lefevre, S{'e}bastien and Marlet, Renaud},
booktitle={Urban Remote Sensing Event (JURSE), 2017 Joint},
pages={1--4},
year={2017},
organization={IEEE}
}

@inproceedings{boulch2017unstructured,
title={Unstructured point cloud semantic labeling using deep segmentation networks},
author={Boulch, Alexandre and Saux, Bertrand Le and Audebert, Nicolas},
booktitle={Eurographics Workshop on 3D Object Retrieval},
volume={2},
year={2017}
}

@inproceedings{boulch2017gretsi,
TITLE = { {Autoencodeurs pour la visualisation d'images hyperspectrales} },
AUTHOR = {Boulch, Alexandre and Audebert, Nicolas and Dubucq, Dominique},
BOOKTITLE = { {XXVI colloque Gretsi 2017} },
YEAR = {2017},
}

@inproceedings{limberger2017shrec,
title={SHREC'17 Track: Point-Cloud Shape Retrieval of Non-Rigid Toys},
author={Limberger, Frederico A and Wilson, Richard C and Aono, M and Audebert, N and Boulch, A and Bustos, B and Giachetti, A and Godil, A and Le Saux, B and Li, B and others},
booktitle={10th Eurographics workshop on 3D Object retrieval},
pages={1--11},
year={2017}
}

@inproceedings{rodola2017shrec,
title={SHREC’17: Deformable Shape Retrieval with Missing Parts},
author={Rodola, E and Cosmo, L and Litany, O and Bronstein, MM and Bronstein, AM and Audebert, N and Hamza, A Ben and Boulch, A and Castellani, U and Do, MN and others},
booktitle={Proceedings of the Eurographics Workshop on 3D Object Retrieval, Lisbon, Portugal},
pages={23--24},
year={2017}
}

@article{audebertdeep,
title={Deep Learning for Remote Sensing},
author={Audebert, Nicolas and Boulch, Alexandre and Lagrange, Adrien and Le Saux, Bertrand and Lefevre, Sebastien},
year=2016,
journal={Onera-DLR Aerospace Symposium}
}

@article{campos2016processing, title={ {Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest--Part A: 2-D Contest} }, author={Campos-Taberner, Manuel and Romero-Soriano, Adriana and Gatta, Carlo and Camps-Valls, Gustau and Lagrange, Adrien and Le Saux, Bertrand and Beaupere, Anne and Boulch, Alexandre and Chan-Hon-Tong, Adrien and Herbin, Stephane and others}, journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing}, volume={9}, number={12}, pages={5547--5559}, year={2016}, publisher={IEEE} }

@article{boulch:hal-01631736,
TITLE = { {Deep Learning for Robust Normal Estimation in Unstructured Point Clouds} },
AUTHOR = {Boulch, Alexandre and Marlet, Renaud},
URL = {https://hal.archives-ouvertes.fr/hal-01631736},
JOURNAL = { {Computer Graphics Forum} },
PUBLISHER = { {Wiley} },
VOLUME = {35},
NUMBER = {5},
PAGES = {281 - 290},
YEAR = {2016},
MONTH = Aug,
PDF = {https://hal.archives-ouvertes.fr/hal-01631736/file/2016_sgp_normals.pdf},
HAL_ID = {hal-01631736},
HAL_VERSION = {v1},
}

@inproceedings{chanhontong:hal-01175556,
TITLE = { {Un generateur de boites englobantes parcimonieux pour la detection d'objets dans des videos} },
AUTHOR = {Chan-Hon-Tong, Adrien and Herbin, Stephane and Boulch, Alexandre},
URL = {https://hal.archives-ouvertes.fr/hal-01175556},
BOOKTITLE = { {XXV colloque Gretsi 2015} },
ADDRESS = {Lyon, France},
YEAR = {2015},
MONTH = Sep,
PDF = {https://hal.archives-ouvertes.fr/hal-01175556/file/chanhontong20.pdf},
HAL_ID = {hal-01175556},
HAL_VERSION = {v1},
}

@inproceedings{boulch:hal-01163700,
TITLE = { {Statistical Criteria for Shape Fusion and Selection} },
AUTHOR = {Boulch, Alexandre and Marlet, Renaud},
URL = {https://hal.archives-ouvertes.fr/hal-01163700},
BOOKTITLE = { {International Conference on Pattern Recognition} },
ADDRESS = {Stockholm, Sweden},
YEAR = {2014},
MONTH = Aug,
DOI = {10.1109/ICPR.2014.171},
PDF = {https://hal.archives-ouvertes.fr/hal-01163700/file/ICPR-2014-Boulch-Marlet.pdf},
HAL_ID = {hal-01163700},
HAL_VERSION = {v1},
}

@article{boulch:hal-01099280, TITLE = { {Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization} }, AUTHOR = {Boulch, Alexandre and De La Gorce, Martin and Marlet, Renaud}, URL = {https://hal-enpc.archives-ouvertes.fr/hal-01099280}, JOURNAL = { {Computer Graphics Forum, Proceedings of EUROGRAPHICS Symposium on Geometry Processing} }, PUBLISHER = { {Blackwell Publishing} }, VOLUME = {33}, NUMBER = {5}, PAGES = {55--64}, YEAR = {2014}, DOI = {10.1111/cgf.12431}, PDF = {https://hal-enpc.archives-ouvertes.fr/hal-01099280/file/sgp_2014.pdf}, HAL_ID = {hal-01099280}, HAL_VERSION = {v1}, }

@article{boulch:hal-00864707,
TITLE = { {Semantizing Complex 3D Scenes using Constrained Attribute Grammars} },
AUTHOR = {Boulch, Alexandre and Houllier, Simon and Marlet, Renaud and Tournaire, Olivier},
URL = {https://hal-enpc.archives-ouvertes.fr/hal-00864707},
JOURNAL = { {Computer Graphics Forum} },
PUBLISHER = { {Wiley} },
VOLUME = {32},
NUMBER = {5},
PAGES = {33-42},
YEAR = {2013},
MONTH = Aug,
DOI = {10.1111/cgf.12170},
PDF = {https://hal-enpc.archives-ouvertes.fr/hal-00864707/file/SGP-2013-Boulch-et-al.pdf},
HAL_ID = {hal-00864707},
HAL_VERSION = {v1},
}

@article{boulch:hal-01163747,
TITLE = { {Irreducible Triangulations of Surfaces with Boundary} },
AUTHOR = {Boulch, Alexandre and Colin De Verdi{\`e}re, {\'E}ric and Nakamoto, Atsuhiro},
URL = {https://hal.archives-ouvertes.fr/hal-01163747},
JOURNAL = { {Graphs and Combinatorics} },
PUBLISHER = { {Springer Verlag} },
VOLUME = {29},
NUMBER = {6},
PAGES = {1675-1688},
YEAR = {2013},
MONTH = Nov,
DOI = {10.1007/s00373-012-1244-1},
PDF = {https://hal.archives-ouvertes.fr/hal-01163747/file/1103.5364v2.pdf},
HAL_ID = {hal-01163747},
HAL_VERSION = {v1},
}

@article{boulch:hal-00732426,
TITLE = { {Fast Normal Estimation for Point Clouds with Sharp Features using a Robust Randomized Hough Transform } },
AUTHOR = {Boulch, Alexandre and Marlet, Renaud},
URL = {https://hal-enpc.archives-ouvertes.fr/hal-00732426},
NOTE = {Proceedings of the 10th Symposium of on Geometry Processing (SGP 2012), Tallinn, Estonia, July 2012.},
JOURNAL = { {Computer Graphics Forum} },
PUBLISHER = {{Wiley}},
VOLUME = {31},
NUMBER = {5},
PAGES = {1765-1774},
YEAR = {2012},
MONTH = Aug,
DOI = {10.1111/j.1467-8659.2012.03181.x},
KEYWORDS = {robust statistics ; unorganized point cloud ; sharp feature ; normal estimation},
PDF = {https://hal-enpc.archives-ouvertes.fr/hal-00732426/file/SPG-2012-Boulch-Marlet.pdf},
HAL_ID = {hal-00732426},
HAL_VERSION = {v1},
}