Publications

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2020

LightConvPoint: convolution for points
in Arxiv, 2020
A. Boulch, G. Puy and R. Marlet
Arxiv  Code  
ConvPoint: Continuous Convolutions for Point Cloud Processing
in Computers & Graphics, 2020
A. Boulch
Paper  Arxiv  Code  

2019

What data do we need for semantic segmentation in Earth-observation?
in IEEE Joint Urban Remote Sensing Event (JURSE’2019), 2019
J. Castillo Navarro, N. Audebert, A. Boulch, B. Le Saux, S. Lefèvre
Paper  PDF  
Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth
in International Geoscience and Remote Sensing Symposium, IGARSS, 2019
R. C. Daudt, A. Chan-Hon-Tong, B. Le Saux, A. Boulch
Paper  
Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection
in IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR) workshop EarthVision 19, 2019
Best Student Paper Award: 1st place
R. C. Daudt, B. Le Saux, A. Boulch, Y. Gousseau
Paper  Arxiv  
Distance transform regression for spatially-aware deep semantic segmentation
in Computer Vision and Image Understanding (CVIU), 2019
N. Audebert, A. Boulch, B. Le Saux and S. Lefèvre
Paper  Arxiv  
High Resolution Semantic Change Detection
in Computer Vision and Image Understanding (CVIU), 2019
R. C. Daudt, B. Le Saux, A. Boulch, Y. Gousseau
Paper  Arxiv  
Surface Reconstruction from 3D Line Segments
in International Conference on 3D vision (3DV 2019), 2019
P.-A. Langlois, A. Boulch, R. Marlet
Paper  Arxiv  HAL  
Fast Stereo Disparity Maps Refinement By Fusion of Data-Based And Model-Based Estimations
in International Conference on 3D vision (3DV 2019), 2019
M. Ferrera, A. Boulch, J. Moras
Paper  HAL  
Generalizing discrete convolutions for unstructured point clouds
in Eurographics Workshop 3D Object Retrieval (3DOR), 2019
A. Boulch
Paper  Arxiv  Slides  Code  

2018

Ionospheric activity prediction using convolutional recurrent neural networks
in Arxiv, 2018
A. Boulch, N. Cherrier, T. Castaings
Arxiv  Code  
ShaResNet: reducing residual network parameter number by sharing weights
in Pattern Recognition Letters, 2018
A.Boulch
Paper  Arxiv  
Segmentation semantique profonde par regression sur cartes de distances signees
in Conference Reconnaissance des Formes, Images, Apprentissage et Perception, RFIAP, 2018
N. Audebert, A. Boulch, B. Le Saux, S. Lefevre
HAL  
Détection dense de changements par réseaux de neurones siamois
in Conference Reconnaissance des Formes, Images, Apprentissage et Perception, RFIAP, 2018
R. Caye Daudt, B. Le Saux, A. Boulch, Y. Gousseau
HAL  
Learning speckle suppression in SAR images without ground truth: application to Sentinel-1 time-series
in International Geoscience and Remote Sensing Symposium, IGARSS, 2018
A. Boulch, P. Trouve, E. Koeniguer, F. Janez, B. Le Saux
PDF  
Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks
in International Geoscience and Remote Sensing Symposium, IGARSS, 2018
R. C. Daudt, B. Le Saux, A. Boulch, Y. Gousseau
Paper  Arxiv  
Fully Convolutional Siamese Networks for Change Detection
in IEEE International Conference on Image Processing, 2018
R. Caye Daudt, B. Le Saux, A. Boulch
Paper  Arxiv  HAL  
SnapNet: Unstructured point cloud semantic labeling using deep segmentation networks
in Computer and Graphics, 2018
also in Eurographics Workshop 3D Object Retrieval 2017
A. Boulch, J. Guerry, B. Le Saux and N. Audebert
Paper  PDF  Code  

2017

Deep Learning for Urban Remote Sensing
in Joint Urban Remote Sensing Event, JURSE, 2017
N. Audebert, A. Boulch, H. Randrianarivo, B. Le Saux, M. Ferecatu, S. Lefèvre and R. Marlet
Paper  HAL  PDF  
Deep sequence-to-sequence neural networks for ionospheric activity map prediction
in ICONIP, 2017
N. Cherrier, T. Castaings and A. Boulch
Paper  PDF  
SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics
in Workshop 3D Reconstruction Meets Semantics (3DRMS), ICCV, 2017
J. Guerry, A. Boulch, B. Le Saux, J. Moras, A. Plyer and D. Filliat
Paper  PDF  
Autoencodeurs pour la visualisation d\'images hyperspectrales
in XXV colloque Gretsi, 2017
A. Boulch, N. Audebert and D. Dubucq
PDF  Poster  
Forecasting ionospheric Total Electron Content maps with deep neural networks
in Big Data from Space (BIDS), ESA Workshop, 2017
N. Cherrier, T. Castaings and A. Boulch
PDF  Slides  
Off the shelf deep learning pipeline for remote sensing applications
in Big Data from Space (BIDS), ESA Workshop, 2017
R. Tripathi, A. Chan-Hon-Tong and A. Boulch
PDF  
SHREC'17 Track: Point-Cloud Shape Retrieval of Non-Rigid Toys
in 10th Eurographics workshop on 3D Object retrieval, 3DOR, 2017
F. A. Limberger, W. C. Richard, M. Aono, N. Audebert, A. Boulch, B. Bustos, A. Giachetti, A. Godil, B. Le Saux and B. Li and others
Paper  PDF  
SHREC’17: Deformable Shape Retrieval with Missing Parts
in 10th Eurographics workshop on 3D Object retrieval, 3DOR, 2017
E. Rodola, L. Cosmo, O. Litany, MM. Bronstein, AM. Bronstein, N. Audebert, A. Ben Hamza, A. Boulch, U. Castellani, MN. Do and others
Paper  PDF  

2016

Deep Learning for Remote Sensing
in Onera-DLR Aerospace Symposium (ODAS), 2016
N. Audebert, A. Boulch, A. Lagrange, B. Le Saux and S. Lefèvre
PDF  
Benchmarking classification of earth-observation data: from learning explicit features to convolutional networks
in IEEE JSTARS, 2016
also in IGARSS 2015
Awarded paper of the 2015 IEEE GRSS Data Fusion Contest
A. Lagrange, B. Le Saux, A. Beaupere, A. Boulch, A. Chan-Hon-Tong, S. Herbin, H. Randrianarivo and M. Ferecatu
Paper  PDF  
Deep Learning for Robust Normal Estimation in Unstructured Point Clouds
in Computer Graphics Forum, Wiley, 2016
also in Symposium on Geometry Processing 201 (SGP 2016)
A. Boulch and R. Marlet
Paper  PDF  Slides  Code  

2015

Un générateur de boites englobantes parcimonieux pour la détection d'objets dans des vidéos
in XXV colloque Gretsi, 2015
A. Chan-Hon-Tong, S. Herbin and A. Boulch
PDF  

2014

Statistical Criteria for Shape Fusion and Selection
in International Conference on Pattern Recognition, ICPR, 2014
A. Boulch, R. Marlet
Paper  PDF  Code  
Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization
in Computer Graphics Forum, Wiley, 2014
also in Symposium on Geometry Processing 2014 (SGP 2014)
A. Boulch, M. De La Gorce and R. Marlet
Paper  PDF  

2013

Semantizing Complex 3D Scenes using Constrained Attribute Grammars
in Computer Graphics Forum, Wiley, 2013
also in Symposium on Geometry Processing 2013 (SGP 2013)
A. Boulch, S. Houllier, R. Marlet and O. Tournaire
Paper  PDF  

2012

Irreducible Triangulations of Surfaces with Boundary
in Graphs and Combinatorics, Springer Verlag, 2012
A. Boulch, É. Colin de Verdière and A. Nakamoto
Paper  HAL  
Fast Normal Estimation for Point Clouds with Sharp Features using a Robust Randomized Hough Transform
in Computer Graphics Forum, Wiley, 2012
also in Symposium on Geometry Processing 2012 (SGP 2012)
A. Boulch and R. Marlet
Paper  PDF  Slides  Code