Alexandre Boulch

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. Machine Learning, Springer Verlag, 2021, ⟨10.1007/s10994-020-05943-y⟩. ⟨hal-03132924⟩

Alexandre Boulch. ConvPoint: Continuous convolutions for point cloud processing. Computers & Graphics: X, 2020, 88, pp.24-34. ⟨10.1016/j.cag.2020.02.005⟩. ⟨hal-03169676⟩

Rodrigo Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau. Multitask learning for large-scale semantic change detection. Computer Vision and Image Understanding, Elsevier, 2019, 187, pp.102783. ⟨10.1016/j.cviu.2019.07.003⟩. ⟨hal-02407789⟩

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 Sensing, MDPI, 2019, 11 (4), pp.381. ⟨10.3390/rs11040381⟩. ⟨hal-02313908⟩

Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre. Distance transform regression for spatially-aware deep semantic segmentation. Computer Vision and Image Understanding, Elsevier, 2019, 189, pp.102809. ⟨10.1016/j.cviu.2019.102809⟩. ⟨hal-02277621⟩

Alexandre Boulch. ShaResNet: reducing residual network parameter number by sharingweights. Pattern Recognition Letters, Elsevier, 2018, page 53 - 59. ⟨10.1016/j.patrec.2018.01.006⟩. ⟨hal-01708867⟩

Alexandre Boulch, Joris Guerry, Bertrand Le Saux, Nicolas Audebert. SnapNet: 3D point cloud semantic labeling with 2D deep segmentation networks. Computers and Graphics, Elsevier, 2017, 71, pp.189-198. ⟨10.1016/j.cag.2017.11.010⟩. ⟨hal-02467932⟩

Manuel Campos-Taberner, Adriana Romaro-Soriano, Carlo Gatta, Gustau Camps-Valls, Adrien Lagrange, et al.. Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest–Part A: 2-D Contest. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2016, 9 (12), p. 5547-5559. ⟨10.1109/JSTARS.2016.2569162⟩. ⟨hal-01414573⟩

Alexandre Boulch, Renaud Marlet. Deep Learning for Robust Normal Estimation in Unstructured Point Clouds. Computer Graphics Forum, Wiley, 2016, 35 (5), pp.281 - 290. ⟨10.1111/cgf.12983⟩. ⟨hal-01631736⟩

Alexandre Boulch, Martin de la Gorce, Renaud Marlet. Piecewise-Planar 3D Reconstruction with Edge and Corner Regularization. Computer Graphics Forum, Wiley, 2014, 33 (5), pp.55-64. ⟨10.1111/cgf.12431⟩. ⟨hal-01099280⟩

Alexandre Boulch, Éric Colin de Verdière, Atsuhiro Nakamoto. Irreducible Triangulations of Surfaces with Boundary. Graphs and Combinatorics, Springer Verlag, 2013, 29 (6), pp.1675-1688. ⟨10.1007/s00373-012-1244-1⟩. ⟨hal-01163747⟩

Alexandre Boulch, Simon Houllier, Renaud Marlet, Olivier Tournaire. Semantizing Complex 3D Scenes using Constrained Attribute Grammars. Computer Graphics Forum, Wiley, 2013, 32 (5), pp.33-42. ⟨10.1111/cgf.12170⟩. ⟨hal-00864707⟩

Alexandre Boulch, Renaud Marlet. Fast and Robust Normal Estimation for Point Clouds with Sharp Features. Computer Graphics Forum, Wiley, 2012, 31 (5), pp.1765-1774. ⟨10.1111/j.1467-8659.2012.03181.x⟩. ⟨hal-00732426⟩

Rodrigo Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau. Guided Anisotropic Diffusion and Iterative Learning for Weakly Supervised Change Detection. Computer Vision and Pattern Recognition Workshops, Jun 2019, Long Beach, United States. ⟨hal-02392779⟩

Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre. Réseaux de neurones semi-supervisés pour la segmentation sémantique en télédétection. Colloque GRETSI sur le Traitement du Signal et des Images, 2019, Lille, France. ⟨hal-02343961⟩

Javiera Castillo-Navarro, Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre. What Data are needed for Semantic Segmentation in Earth Observation?. 2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8809071⟩. ⟨hal-02343915v2⟩

Maxime Ferrera, Alexandre Boulch, Julien Moras. Fast Stereo Disparity Maps Refinement By Fusion of Data-Based And Model-Based Estimations. 3DV 2019, Sep 2019, Québec, Canada. ⟨hal-02326896⟩

Rodrigo Daudt, Adrien Chan-Hon-Tong, Bertrand Le Saux, Alexandre Boulch. Learning to Understand Earth Observation Images with Weak and Unreliable Ground Truth. IGARSS 2019, Jul 2019, YOKOHAMA, Japan. ⟨hal-02355360⟩

Alexandre Boulch, Pauline Trouvé, Elise Koeniguer, Fabrice Janez, Bertrand Le Saux. Learning Speckle Suppression in Sar Images Without Ground Truth: Application to Sentinel-1 Time-Series. 38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018, Jul 2018, VALENCIA, Spain. pp.2366-2369, ⟨10.1109/IGARSS.2018.8519370⟩. ⟨hal-02329355⟩

Rodrigo Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau. Détection dense de changements par réseaux de neurones siamois. Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), Jun 2018, Marne-la-Vallée, France. ⟨hal-01823684⟩

Bohao Huang, Kangkang Lu, Nicolas Audebert, Andrew Khalel, Yuliya Tarabalka, et al.. Large-scale semantic classification: outcome of the first year of Inria aerial image labeling benchmark. IGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.1-4, ⟨10.1109/IGARSS.2018.8518525⟩. ⟨hal-01767807⟩

Nicolas Audebert, Alexandre Boulch, Bertrand Le Saux, Sébastien Lefèvre. Segmentation sémantique profonde par régression sur cartes de distances signées. Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), Jun 2018, Marne-la-Vallée, France. ⟨hal-01809991⟩

Rodrigo Daudt, Bertrand Le Saux, Alexandre Boulch, Yann Gousseau. Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks. IGARSS 2018, Jul 2018, Valencia, Spain. ⟨hal-01899024⟩

Rodrigo Daudt, Bertrand Le Saux, Alexandre Boulch. Fully Convolutional Siamese Networks for Change Detection. IEEE International Conference on Image Processing, Oct 2018, Athens, Greece. ⟨hal-01824557⟩

Joris Guerry, Alexandre Boulch, Bertrand Le Saux, Julien Moras, Aurelien Plyer, et al.. SnapNet-R: Consistent 3D Multi-View Semantic Labeling for Robotics. IEEE International Conference on Computer Vision Workshop (ICCVW), Oct 2017, Venice, Italy. ⟨10.1109/ICCVW.2017.85⟩. ⟨hal-01808539⟩

Nicolas Audebert, Alexandre Boulch, Hicham Randrianarivo, Bertrand Le Saux, Marin Ferecatu, et al.. Deep learning for urban remote sensing. Joint Urban Remote Sensing Event (JURSE), Mar 2017, Dubai, United Arab Emirates. ⟨10.1109/JURSE.2017.7924536⟩. ⟨hal-01672854⟩

Adrien Chan-Hon-Tong, Stephane Herbin, Alexandre Boulch. Un générateur de boites englobantes parcimonieux pour la détection d'objets dans des vidéos. XXV colloque Gretsi 2015, Sep 2015, Lyon, France. ⟨hal-01175556⟩

Alexandre Boulch, Renaud Marlet. Statistical Criteria for Shape Fusion and Selection. International Conference on Pattern Recognition, Aug 2014, Stockholm, Sweden. ⟨10.1109/ICPR.2014.171⟩. ⟨hal-01163700⟩

Marcela Carvalho, Maxime Ferrera, Alexandre Boulch, Julien Moras, Bertrand Le Saux, et al.. Technical Report: Co-learning of geometry and semantics for online 3D mapping. [Research Report] ONERA. 2019. ⟨hal-02341718⟩