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    Journal articles61 documents

    • Paul Berg, Deise Santana Maia, Minh-Tan Pham, Sébastien Lefèvre. Weakly Supervised Detection of Marine Animals in High Resolution Aerial Images. Remote Sensing, MDPI, 2022, pp.19. ⟨hal-03523498⟩
    • Iris de Gélis, Sébastien Lefèvre, Thomas Corpetti. Change Detection in Urban Point Clouds: An Experimental Comparison with Simulated 3D Datasets. Remote Sensing, MDPI, 2021, 13 (13), pp.2629. ⟨10.3390/rs13132629⟩. ⟨hal-03354927⟩
    • 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⟩
    • Clément Dechesne, Pierre Lassalle, Sébastien Lefèvre. Bayesian U-Net: Estimating Uncertainty in Semantic Segmentation of Earth Observation Images. Remote Sensing, MDPI, 2021, 13 (19), pp.3836. ⟨10.3390/rs13193836⟩. ⟨hal-03379048⟩
    • Behzad Mirmahboub, Deise Santana Maia, François Merciol, Sébastien Lefèvre. Median-Tree: An Efficient Counterpart of Tree-of-Shapes. Mathematical Morphology - Theory and Applications, De Gruyter 2021, 5 (1), pp.108-127. ⟨10.1515/mathm-2020-0110⟩. ⟨hal-03379492⟩
    • A. Osio, Sébastien Lefèvre. OBJECT-BASED CHANGE DETECTION ON ACACIA XANTHOPHLOEA SPECIES DEGRADATION ALONG LAKE NAKURU RIPARIAN RESERVE. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Copernicus GmbH (Copernicus Publications), 2021, XLIII-B3-2021, pp.347-352. ⟨10.5194/isprs-archives-XLIII-B3-2021-347-2021⟩. ⟨hal-03379505⟩
    • I. de Gélis, Sébastien Lefèvre, T. Corpetti. 3D URBAN CHANGE DETECTION WITH POINT CLOUD SIAMESE NETWORKS. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Copernicus GmbH (Copernicus Publications), 2021, XLIII-B3-2021, pp.879-886. ⟨10.5194/isprs-archives-XLIII-B3-2021-879-2021⟩. ⟨hal-03379504⟩
    • Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre. Energy-based Models in Earth Observation: from Generation to Semi-supervised Learning. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, In press, ⟨10.1109/TGRS.2021.3126428⟩. ⟨hal-03379500⟩
    • Deise Santana Maia, Minh-Tan Pham, Erchan Aptoula, Florent Guiotte, Sébastien Lefèvre. Classification of remote sensing data with morphological attributes profiles: a decade of advances. IEEE geoscience and remote sensing magazine, IEEE, 2021, 9 (3), pp.43-71. ⟨10.1109/MGRS.2021.3051859⟩. ⟨hal-03199357⟩
    • Luc Courtrai, Minh-Tan Pham, Sébastien Lefèvre. Small Object Detection in Remote Sensing Images Based on Super-Resolution with Auxiliary Generative Adversarial Networks. Remote Sensing, MDPI, 2020, 12 (19), pp.3152. ⟨10.3390/rs12193152⟩. ⟨hal-03213807⟩
    • Minh-Tan Pham, Luc Courtrai, Chloé Friguet, Sébastien Lefèvre, Alexandre Baussard. YOLO-Fine: One-Stage Detector of Small Objects Under Various Backgrounds in Remote Sensing Images. Remote Sensing, MDPI, 2020, 12 (15), pp.2501. ⟨10.3390/rs12152501⟩. ⟨hal-03213815⟩
    • Ahmed Samy Nassar, Sébastien Lefèvre, Jan Dirk Wegner. Multi-View Instance Matching with Learned Geometric Soft-Constraints. ISPRS International Journal of Geo-Information, MDPI, 2020, 9 (11), pp.687. ⟨10.3390/ijgi9110687⟩. ⟨hal-03213817⟩
    • Anne Osio, Minh-Tan Pham, Sébastien Lefèvre. Spatial Processing of Sentinel Imagery for Monitoring of Acacia Forest Degradation in Lake Nakuru Riparian Reserve. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, V-3-2020, pp.525-532. ⟨10.5194/isprs-annals-V-3-2020-525-2020⟩. ⟨hal-03213874⟩
    • M. Rußwurm, C. Pelletier, M. Zollner, Sébastien Lefèvre, M. Körner. BREIZHCROPS: A TIME SERIES DATASET FOR CROP TYPE MAPPING. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, XLIII-B2-2020, pp.1545-1551. ⟨10.5194/isprs-archives-XLIII-B2-2020-1545-2020⟩. ⟨hal-03213882⟩
    • Florent Guiotte, M Rao, Sébastien Lefèvre, Ping Tang, Thomas Corpetti. Relation Network for Full-Waveforms Lidar Classification. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, XLIII-B3-2020, pp.515 - 520. ⟨10.5194/isprs-archives-xliii-b3-2020-515-2020⟩. ⟨hal-03045729⟩
    • Sébastien Lefèvre, Thomas Corpetti, Monika Kuffer, Hannes Taubenbock, Clément Mallet. Foreword to the Special Issue on Paving the Way for the Future of Urban Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2020, 13, pp.6533-6536. ⟨10.1109/JSTARS.2020.3046096⟩. ⟨hal-03110132⟩
    • Florent Guiotte, Geoffroy Etaix, Sébastien Lefèvre, Thomas Corpetti. INTERACTIVE DIGITAL TERRAIN MODEL ANALYSIS IN ATTRIBUTE SPACE. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020, XLIII-B2-2020, pp.1203-1209. ⟨10.5194/isprs-archives-XLIII-B2-2020-1203-2020⟩. ⟨hal-03065475⟩
    • Florent Guiotte, Minh-Tan Pham, Romain Dambreville, Thomas Corpetti, Sébastien Lefèvre. Semantic segmentation of LiDAR points clouds: Rasterisation beyond Digital Elevation Models. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, In press, ⟨10.1109/LGRS.2019.2958858⟩. ⟨hal-02399410⟩
    • Caglayan Tuna, Behzad Mirmahboub, François Merciol, Sébastien Lefèvre. Component trees for image sequences and streams. Pattern Recognition Letters, Elsevier, 2020, 129, pp.255-262. ⟨10.1016/j.patrec.2019.11.038⟩. ⟨hal-02392120⟩
    • Nicolas Audebert, Bertrand Saux, Sébastien Lefèvre. Deep Learning for Classification of Hyperspectral Data: A Comparative Review. IEEE geoscience and remote sensing magazine, IEEE, 2019, 7 (2), pp.159-173. ⟨10.1109/MGRS.2019.2912563⟩. ⟨hal-02104998⟩
    • 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⟩
    • François Merciol, Loïc Faucqueur, Bharath Damodaran, Pierre-Yves Rémy, Baudouin Desclée, et al.. GEOBIA at the Terapixel Scale: Toward Efficient Mapping of Small Woody Features from Heterogeneous VHR Scenes. ISPRS International Journal of Geo-Information, MDPI, 2019, 8 (1), pp.46. ⟨10.3390/ijgi8010046⟩. ⟨hal-02343814⟩
    • Sébastien Lefèvre, David Sheeren, Onur Tasar. A Generic Framework for Combining Multiple Segmentations in Geographic Object-Based Image Analysis. ISPRS International Journal of Geo-Information, MDPI, 2019, 8 (2), 17 p. ⟨10.3390/ijgi8020070⟩. ⟨hal-02083265⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks. ISPRS Journal of Photogrammetry and Remote Sensing, Elsevier, 2018, 140, pp.20-32. ⟨10.1016/j.isprsjprs.2017.11.011⟩. ⟨hal-01636145⟩
    • Petra Bosilj, Ewa Kijak, Sébastien Lefèvre. Partition and Inclusion Hierarchies of Images: A Comprehensive Survey. Journal of Imaging, MDPI, 2018, 4 (2), pp.1-31. ⟨10.3390/jimaging4020033⟩. ⟨hal-01848445⟩
    • Minh-Tan Pham, Sébastien Lefèvre, François Merciol. Attribute Profiles on Derived Textural Features for Highly Textured Optical Image Classification. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2018, 15 (7), pp.1125-1129. ⟨hal-01672850⟩
    • Antoine Masse, Sébastien Lefèvre, Renaud Binet, Stéphanie Artigues, Gwendoline Blanchet, et al.. Denoising Very High Resolution Optical Remote Sensing Images: Application and Optimization of Non Local Bayes method. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2018, 11 (3), pp.691-700. ⟨10.1109/JSTARS.2018.2793537⟩. ⟨hal-01672867⟩
    • Minh-Tan Pham, Erchan Aptoula, Sébastien Lefèvre. Feature Profiles from Attribute Filtering for Classification of Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2018, 11 (1), pp.249-256. ⟨10.1109/JSTARS.2017.2773367⟩. ⟨hal-01672852⟩
    • Bharath Bhushan Damodaran, Nicolas Courty, Sébastien Lefèvre. Sparse Hilbert Schmidt Independence Criterion and Surrogate-Kernel-Based Feature Selection for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2017, 55 (4), pp.2385-2398. ⟨10.1109/TGRS.2016.2642479⟩. ⟨hal-01447452v2⟩
    • Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothee Produit, Ahmed Samy Nassaar. Toward Seamless Multi-view Scene Analysis From Satellite to Street-Level. Proceedings of the IEEE, Institute of Electrical and Electronics Engineers, 2017, 105 (10), pp.1884 - 1899. ⟨10.1109/JPROC.2017.2684300⟩. ⟨hal-01672849⟩
    • Bharath Bhushan Damodaran, Joachim Höhle, Sébastien Lefèvre. Attribute profiles on derived features for urban land cover classification. Photogrammetric engineering and remote sensing, Asprs American Society for Photogrammetry and, 2017, 83 (3), pp.183-193. ⟨10.14358/PERS.83.3.183⟩. ⟨hal-01447454⟩
    • Yanwei Cui, Laetitia Chapel, Sébastien Lefèvre. Scalable Bag of Subpaths Kernel for Learning on Hierarchical Image Representations and Multi-Source Remote Sensing Data Classification. Remote Sensing, MDPI, 2017, 9 (3), ⟨10.3390/rs9030196⟩. ⟨hal-01672848⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images. Remote Sensing, MDPI, 2017, 9 (4), page 1-18. ⟨10.3390/rs9040368⟩. ⟨hal-01529624⟩
    • Petra Bosilj, Erchan Aptoula, Sébastien Lefèvre, Ewa Kijak. Retrieval of Remote Sensing Images with Pattern Spectra Descriptors. ISPRS International Journal of Geo-Information, MDPI, 2016, Special Issue "Mathematical Morphology in Geoinformatics", ⟨10.3390/ijgi5120228⟩. ⟨hal-01397883⟩
    • Erchan Aptoula, Mauro Dalla Mura, Sébastien Lefèvre. Vector attribute profiles for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2016, 54 (6), pp.3208-3220. ⟨10.1109/TGRS.2015.2513424⟩. ⟨hal-01253819⟩
    • Jiří Havel, François Merciol, Sébastien Lefèvre. Efficient Tree Construction for Multiscale Image Representation and Processing. Journal of Real-Time Image Processing, Springer Verlag, 2016, ⟨10.1007/s11554-016-0604-0⟩. ⟨hal-01320003⟩
    • Nehla Ghouaiel, Sébastien Lefèvre. Coupling ground-level panoramas and aerial imagery for change detection. Geo-spatial Information Science, Taylor & Francis, 2016, Special Issue: Mobile Mapping with Ubiquitous Point Clouds, 19 (3), pp.222-232. ⟨10.1080/10095020.2016.1244998⟩. ⟨hal-01391926⟩
    • Luc Courtrai, Sébastien Lefèvre. Morphological Path Filtering at the Region Scale for Efficient and Robust Road Network Extraction from Satellite Imagery. Pattern Recognition Letters, Elsevier, 2016, Special Issue on Advances in Pattern Recognition in Remote Sensing, 83, pp.195 - 204. ⟨10.1016/j.patrec.2016.05.014⟩. ⟨hal-01320006⟩
    • Vincent Claveau, Sébastien Lefèvre. Topic segmentation of TV-streams by watershed transform and vectorization. Computer Speech and Language, Elsevier, 2015, 29 (1), pp.63-80. ⟨10.1016/j.csl.2014.04.006⟩. ⟨hal-00998259⟩
    • Laëtitia Chapel, Thomas Burger, Nicolas Courty, Sébastien Lefèvre. PerTurbo manifold learning algorithm for weakly labelled hyperspectral image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2014, pp.1070-1078. ⟨10.1109/JSTARS.2014.2304304⟩. ⟨hal-00998258⟩
    • Jonathan Weber, Sébastien Lefèvre. Fast Quasi-Flat Zones Filtering Using Area Threshold and Region Merging. Journal of Visual Communication and Image Representation, Elsevier, 2013, 24 (3), pp.397-409. ⟨10.1016/j.jvcir.2013.01.011⟩. ⟨hal-00763484⟩
    • Jonathan Weber, Sébastien Lefèvre. Spatial and Spectral Morphological Template Matching. Image and Vision Computing, Elsevier, 2012, 30 (12), pp.934-945. ⟨10.1016/j.imavis.2012.07.002⟩. ⟨hal-00761281⟩
    • T. Shepherd, M. Teras, R.R. Beichel, R. Boellard, M. Bruynooghe, et al.. Comparative study with new accuracy metrics for target volume contouring in pet image guided radiation therapy. IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2012, 31 (11), pp.2006-2024. ⟨10.1109/TMI.2012.2202322⟩. ⟨hal-00763488⟩
    • Sébastien Lefèvre, Nicole Vincent. A two level strategy for audio segmentation. Digital Signal Processing, Elsevier, 2011, 21 (2), pp.270-277. ⟨10.1016/j.dsp.2010.07.003⟩. ⟨hal-00512744⟩
    • Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Sébastien Lefèvre. Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation. Pattern Recognition Letters, Elsevier, 2010, 31 (15), pp.2364-2374. ⟨10.1016/j.patrec.2010.07.007⟩. ⟨hal-00512749v2⟩
    • Erchan Aptoula, Sébastien Lefèvre. On the Morphological Processing of Hue. Image and Vision Computing, Elsevier, 2009, 27 (9), pp.1394-1401. ⟨10.1117/1.3099707⟩. ⟨hal-00512701⟩
    • Sébastien Lefèvre. Beyond Morphological Size-distribution. Journal of Electronic Imaging, SPIE and IS&T, 2009, 18 (1), pp.013010. ⟨10.1117/1.3099707⟩. ⟨hal-00512732⟩
    • Erchan Aptoula, Sébastien Lefèvre, Christian Ronse. A Hit-or-Miss Transform for Multivariate Images. Pattern Recognition Letters, Elsevier, 2009, 30 (8), pp.760-764. ⟨10.1016/j.patrec.2009.02.007⟩. ⟨hal-00512734⟩
    • Benjamin Perret, Sébastien Lefèvre, Christophe Collet. A Robust Hit-or-Miss Transform for Template Matching in Very Noisy Astronomical Images. Pattern Recognition, Elsevier, 2009, 42 (11), pp.2470-2480. ⟨10.1016/j.patcog.2009.02.013⟩. ⟨hal-00512735⟩
    • Erchan Aptoula, Sébastien Lefèvre. Morphological description of colour images for content-based image retrieval. IEEE Transactions on Image Processing, Institute of Electrical and Electronics Engineers, 2009, 18 (11), pp.2505-2517. ⟨10.1109/TIP.2009.2027363⟩. ⟨hal-00512741⟩
    • Erchan Aptoula, Sébastien Lefèvre. On Lexicographical Ordering in Multivariate Mathematical Morphology. Pattern Recognition Letters, Elsevier, 2008, 29 (2), pp.109-118. ⟨10.1016/j.patrec.2007.09.011⟩. ⟨hal-00512667⟩
    • Erchan Aptoula, Sébastien Lefèvre. Alpha-trimmed lexicographical extrema for pseudo-morphological image analysis. Journal of Visual Communication and Image Representation, Elsevier, 2008, 19 (3), pp.165-174. ⟨10.1016/j.jvcir.2007.10.001⟩. ⟨hal-00512672⟩
    • A. Puissant, Sébastien Lefèvre, R. Desguée, F. Levoy. Cartographie et suivi de l'évolution des schorres de la baie du Mont-Saint-Michel (1986-2006) à partir d'images satellites haute résolution. Photo-Interprétation. European Journal of Applied Remote Sensing, Editions Eska, 2008, 3-4, pp. 3-11 + planches d'illustrations pp. 69-72. ⟨halshs-00520631⟩
    • Olivier Lezoray, Christophe Charrier, Hubert Cardot, Sébastien Lefèvre. Machine Learning in Image Processing, Special issue of the EURASIP Journal on Advances in Signal Processing. EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2008, pp.160. ⟨10.1155/2008/927950⟩. ⟨hal-00515933⟩
    • Erchan Aptoula, Sébastien Lefèvre. A Comparative Study on Multivariate Mathematical Morphology. Pattern Recognition, Elsevier, 2007, 40 (11), pp.2914-2929. ⟨10.1016/j.patcog.2007.02.004⟩. ⟨hal-00512660⟩
    • David Sheeren, Sébastien Lefèvre, Jonathan Weber. La morphologie mathématique binaire pour l'extraction automatique des bâtiments dans les images THRS. Revue Internationale de Géomatique, Lavoisier, 2007, 17 (3-4), pp.333-352. ⟨10.3166/geo.17.333-352⟩. ⟨hal-00515949⟩
    • Sébastien Lefèvre, Nicole Vincent. Efficient and Robust Shot Change Detection. Journal of Real-Time Image Processing, Springer Verlag, 2007, 2 (1), pp.23-34. ⟨10.1007/s11554-007-0033-1⟩. ⟨hal-00512628⟩
    • Sébastien Lefèvre, Nicole Vincent. Apport de l'espace teinte-saturation-luminance pour la segmentation spatiale et temporelle. Traitement du Signal, Lavoisier, 2006, 23 (1), pp.59-77. ⟨hal-00515946⟩
    • Sébastien Lefèvre, Nicole Vincent. Outils pour la recherche d'extraits pertinents dans les séquences vidéo. Application aux retransmissions télévisées de matchs de football. Revue des Sciences et Technologies de l'Information - Série TSI : Technique et Science Informatiques, Lavoisier, 2006, 25 (10), pp.1311-1340. ⟨hal-00515948⟩
    • Sébastien Lefèvre, Florence Sèdes. Indexation de séquences vidéo. Indices liés au temps. Document Numérique, Lavoisier, 2004, 8 (4), pp.41-48. ⟨hal-00515961⟩
    • Sébastien Lefèvre, Jérôme Holler, Nicole Vincent. A Review of Real-Time Segmentation of Uncompressed Video Sequences for Content-Based Search and Retrieval. Real-Time Imaging, 2003, 9 (1), pp.73-98. ⟨10.1016/S1077-2014(02)00115-8⟩. ⟨hal-00512620⟩

    Conference papers135 documents

    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. Low-cost Multispectral Scene Analysis with Modality Distillation. IEEE Winter Conference on Applications of Computer Vision (WACV), Jan 2022, Waikoloa /Virtual, United States. ⟨hal-03491950⟩
    • Deise Santana Maia, Minh-Tan Pham, Sébastien Lefèvre. Watershed-based attribute profiles for pixel classification of remote sensing data. DGMM 2021 - IAPR International Conference on Discrete Geometry and Mathematical Morphology, May 2021, Uppsala / Virtual, Sweden. ⟨hal-03199313⟩
    • Jean-Christophe Burnel, Luc Courtrai, Sébastien Lefèvre. Ajouter une modalité complementaire sans annotations. ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339619⟩
    • Iris de Gelis, Sébastien Lefèvre, Thomas Corpetti. Détection de changements urbains 3D par un réseau Siamois sur nuage de points. ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339638⟩
    • Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre. Energy-based Models for Earth Observation Applications. ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339646⟩
    • Manal Hamzaoui, Laetitia Chapel, Minh-Tan Pham, Sébastien Lefèvre. Hyperbolic Variational Auto-Encoder for Remote Sensing Scene Classification. ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339649⟩
    • Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre. Energy-Based Models for Earth Observation Applications. ICLR Workshop on Energy Based Models, 2021, Virtual, France. ⟨hal-03354935⟩
    • Pauline Letortu, Marion Jaud, Roza Taouki, Claire Théry, Christophe Delacourt, et al.. Contribution of oblique satellite imagery to monitor and understand the coastal cliff erosion in France and Greece. Women in Geomorphology: a Mediterranean perspective, Mar 2021, visioconférence, Greece. ⟨hal-03165171⟩
    • 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 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, France. ⟨hal-03379992⟩
    • Clément Dechesne, Pierre Lassalle, Sébastien Lefèvre. Bayesian Deep Learning with Monte Carlo Dropout for Qualification of Semantic Segmentation. IGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, Belgium. ⟨hal-03379980⟩
    • Iris de Gélis, Sébastien Lefèvre, Thomas Corpetti, Thomas Ristorcelli, Chloé Thénoz, et al.. Benchmarking Change Detection in Urban 3D Point Clouds. IGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, Belgium. ⟨hal-03379985⟩
    • Abdelbadie Belmouhcine, Julien Simon, Luc Courtrai, Sébastien Lefèvre. Robust Deep Simple Online Real-Time Tracking. 2021 12th International Symposium on Image and Signal Processing and Analysis (ISPA), Sep 2021, Zagreb, Croatia. pp.138-144, ⟨10.1109/ISPA52656.2021.9552062⟩. ⟨hal-03379508⟩
    • Minh-Tan Pham, Sébastien Lefèvre. Very high resolution Airborne PolSAR Image Classification using Convolutional Neural Networks. 13th European Conference on Synthetic Aperture Radar, 2021, Leipzig, Germany. ⟨hal-02539270⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. PDF-Distil: including Prediction Disagreements in Feature-based Distillation for object detection. BMVC 2021 - 32nd British Machine Vision Conference, Nov 2021, Virtual, United Kingdom. pp.1-13. ⟨hal-03487128⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefevre, Bruno Avignon. Deep Active Learning from Multispectral Data Through Cross-Modality Prediction Inconsistency. ICIP 2021 - 28th IEEE International Conference on Image Processing, Sep 2021, Anchorage, United States. pp.1-5. ⟨hal-03236409⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. Guided Attentive Feature Fusion for Multispectral Pedestrian Detection. WACV 2021 - IEEE Winter Conference on Applications of Computer Vision, Jan 2021, Waikoloa /Virtual, United States. pp.1-9. ⟨hal-03119907⟩
    • Caglayan Tuna, Alain Giros, François Merciol, Sébastien Lefèvre. On Morphological Hierarchies for Image Sequences. ICPR 2020 – 25th International Conference on Pattern Recognition, Jan 2021, Milan (virtual), Italy. pp.1-8, ⟨10.1109/ICPR48806.2021.9412177⟩. ⟨hal-03291870⟩
    • Behzad Mirmahboub, Jérôme Moré, David Youssefi, Alain Giros, François Merciol, et al.. Fast Pattern Spectra using Tree Representation of the Image for Patch Retrieval. DGMM 2021 - IAPR International Conference on Discrete Geometry and Mathematical Morphology, May 2021, Uppsala / Virtual, Sweden. pp.107-119, ⟨10.1007/978-3-030-76657-3_7⟩. ⟨hal-03354933⟩
    • Javiera Castillo-Navarro, Bertrand Le Saux, Alexandre Boulch, Sébastien Lefèvre. On Auxiliary Losses for Semi-Supervised Semantic Segmentation. ECML PKDD 2020: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2020, GHENT, Belgium. ⟨hal-03206301⟩
    • Alice Froidevaux, Andrea Julier, Agustin Lifschitz, Minh-Tan Pham, Romain Dambreville, et al.. Vehicle Detection and Counting from VHR Satellite Images: Efforts and Open Issues. IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. pp.256-259, ⟨10.1109/IGARSS39084.2020.9323827⟩. ⟨hal-03213855⟩
    • Luc Courtrai, Minh-Tan Pham, Chloé Friguet, Sébastien Lefèvre. Small Object Detection from Remote Sensing Images with the Help of Object-Focused Super-Resolution Using Wasserstein GANs. IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. pp.260-263, ⟨10.1109/IGARSS39084.2020.9323236⟩. ⟨hal-03213876⟩
    • Luc Courtrai, Minh-Tan Pham, Jean-Christophe Burnel, Sébastien Lefèvre. Apprentissage de réseaux de neurones de super-résolution pour la détection d'objets de petite taille dans les images de télédétection. RFIAP 2020 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2020, Vannes, France. ⟨hal-03380204⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. Méthodes de Fusion de Cartes de Caractéristiques pour la Détection Multispectrale par Réseaux de Neurones Profonds. RFIAP 2020 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2020, Vannes, France. pp.1-2. ⟨hal-02872123⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks. ICIP 2020 - IEEE International Conference on Image Processing, Oct 2020, Abou Dabi, United Arab Emirates. pp.1-5. ⟨hal-02872132⟩
    • Chloé Friguet, Romain Dambreville, Ewa Kijak, Mathieu Laroze, Sébastien Lefèvre. Data annotation with active learning: application to environmental surveys. Journées de Statistique (SFdS), May 2020, Nice, France. ⟨hal-03445740⟩
    • Caglayan Tuna, François Merciol, Sébastien Lefèvre. SPATIO-TEMPORAL OBJECT STABILITY FOR MONITORING EVOLVING AREAS IN SATELLITE IMAGE TIME SERIES. ISPRS (Virtual Conference), Jun 2020, Nice, France. ⟨hal-02952651⟩
    • Heng Zhang, Elisa Fromont, Sébastien Lefèvre, Bruno Avignon. Localize to Classify and Classify to Localize: Mutual Guidance in Object Detection. ACCV 2020 - The 15th Asian Conference on Computer Vision, Nov 2020, Kyoto / Virtual, Japan. pp.1-15. ⟨hal-03025756⟩
    • Florent Guiotte, Sébastien Lefèvre, Thomas Corpetti. Rasterization strategies for airborne LiDAR classification using attribute profiles. 2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808945⟩. ⟨hal-02343901v2⟩
    • Caglayan Tuna, François Merciol, Sébastien Lefèvre. Monitoring Urban Growth with Spatial Filtering of Satellite Image Time Series. JURSE (Joint Urban Remote Sensing Event ), May 2019, Vannes, France. ⟨hal-02118714⟩
    • Marc Rußwurm, Romain Tavenard, Sébastien Lefèvre, Marco Körner. Early Classification for Agricultural Monitoring from Satellite Time Series. AI for Social Good Workshop at International Conference on Machine Learning (ICML), 2019, Long Beach, United States. ⟨hal-02343851⟩
    • Marc Rußwurm, Sébastien Lefèvre, Marco Körner. BreizhCrops: A Satellite Time Series Dataset for Crop Type Identification. Time Series Workshop of the 36th International Conference on Machine Learning (ICML), 2019, Long Beach, United States. ⟨hal-02343898⟩
    • Florent Guiotte, Sébastien Lefèvre, Thomas Corpetti. Filtrage et classification de nuage de points sur la base d'attributs morphologiques. Journées francophones des jeunes chercheurs en vision par ordinateur (ORASIS), May 2019, St-Dié-Des-Vosges, France. ⟨hal-02343933⟩
    • Mathieu Laroze, Romain Dambreville, Chloé Friguet, Sébastien Lefèvre, Devis Tuia. Extraction non supervisée de descripteurs pour des suivis environnementaux aériens. Journées francophones des jeunes chercheurs en vision par ordinateur (ORASIS), May 2019, St-Dié-Des-Vosges, France. ⟨hal-02343937⟩
    • 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⟩
    • Florent Guiotte, Sébastien Lefèvre, Thomas Corpetti. Voxel-based attribute profiles on lidar data for land cover mapping. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2019, Yokohama, Japan. ⟨hal-02343963⟩
    • Caglayan Tuna, François Merciol, Sébastien Lefèvre. Analysis of Min-Trees over Sentinel-1 Time Series for Flood Detection. 2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), Aug 2019, Shanghai, France. pp.1-4, ⟨10.1109/Multi-Temp.2019.8866948⟩. ⟨hal-02343928⟩
    • Ahmed Samy Nassar, Sébastien Lefèvre. Automated Mapping Of Accessibility Signs With Deep Learning From Ground-level Imagery and Open Data. 2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808961⟩. ⟨hal-02343904⟩
    • Roberto Giudici, Luc Courtrai, Sébastien Lefèvre. An Advanced Benchmarking for Image Compositing Evaluation. ISPRS International Workshop on Unmanned Aerial Vehicles in Geomatics (UAV-g), 2019, Enschede, Netherlands. pp.303-308, ⟨10.5194/isprs-archives-XLII-2-W13-303-2019⟩. ⟨hal-02343897⟩
    • Ahmed Samy Nassar, Sébastien Lefèvre, Jan D. Wegner. Simultaneous multi-view instance detection with learned geometric soft-constraints. Internationcal Conference on Computer Vision (ICCV), 2019, Seoul, South Korea. ⟨hal-02343884⟩
    • Roberto Giudici, Luc Courtrai, Sébastien Lefèvre. Mosaicing Fidelity Geometrical Assessment Based on SURF Point Classification. ISPRS International Workshop on Unmanned Aerial Vehicles in Geomatics (UAV-g), 2019, Enschede, Netherlands. pp.309-315, ⟨10.5194/isprs-archives-XLII-2-W13-309-2019⟩. ⟨hal-02343921⟩
    • Caglayan Tuna, François Merciol, Sébastien Lefèvre. Attribute profiles for satellite image time series. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2019, Yokohama, Japan. ⟨hal-02343965⟩
    • Florent Guiotte, Sébastien Lefèvre, Thomas Corpetti. Stratégies de rastérisation pour la classification de données LiDAR aéroportées par profils d'attributs morphologiques *. Colloque GRETSI sur le Traitement du Signal et des Images, 2019, Lille, France. ⟨hal-02343958⟩
    • Ahmed Samy Nassar, Nico Lang, Sébastien Lefèvre, Jan Wegner. Learning geometric soft constraints for multi-view instance matching across street-level panoramas. 2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808935⟩. ⟨hal-02343907⟩
    • 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⟩
    • Antoine Masse, Sébastien Lefèvre, Romain Dambreville, Gwendoline Blanchet, J Delvit, et al.. Optimisation de la méthode de débruitage Non Local Bayes pour les images satellites optiques à très haute résolution spatiale : applications dans le contexte des missions Pléiades et Spot World Heritage. Conférence Française de Photogrammétrie et de Télédétection (CFPT), 2018, Marne-La-Vallée, France. ⟨hal-01969048⟩
    • 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⟩
    • Mathieu Laroze, Romain Dambreville, Chloé Friguet, Ewa Kijak, Sébastien Lefèvre. Apprentissage actif pour l'annotation d'images aériennes appliqué aux suivis environnementaux. RFIAP 2018 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2018, Marne-la-Vallée, France. pp.1-3. ⟨hal-01828591⟩
    • Mathieu Laroze, Romain Dambreville, Chloé Friguet, Ewa Kijak, Sébastien Lefèvre. Active Learning to Assist Annotation of Aerial Images in Environmental Surveys. CBMI 2018 - International Conference on Content-Based Multimedia Indexing, Sep 2018, La Rochelle, France. pp.1-6. ⟨hal-01845487⟩
    • Minh-Tan Pham, Sébastien Lefèvre. Détection d'objets enterrés par apprentissage profond sur imagerie géoradar. RFIAP, Jun 2018, Marne-la-Vallée, France. ⟨hal-01818318⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Generative Adversarial Networks for Realistic Synthesis of Hyperspectral Samples. International Geoscience and Remote Sensing Symposium (IGARSS 2018), Jul 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8518321⟩. ⟨hal-01809872⟩
    • 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⟩
    • Antoine Masse, Christophe Latry, Julien Nosavan, Simon Baillarin, Sébastien Lefèvre. A New Optimized Denoising Method applied to the Spot World Heritage Initiative and its Spot 5 Supermode images. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8518357⟩. ⟨hal-01969010⟩
    • Minh-Tan Pham, Sébastien Lefèvre, Erchan Aptoula, Lorenzo Bruzzone. Recent Developments from Attribute Profiles for Remote Sensing Image Classification. International Conference on Pattern Recognition and Artificial Intelligence, 2018, Montreal, Canada. ⟨hal-01969037⟩
    • Minh-Tan Pham, Sébastien Lefèvre. Buried Object Detection from B-Scan Ground Penetrating Radar Data Using Faster-RCNN. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8517683⟩. ⟨hal-01969029⟩
    • Minh-Tan Pham, Erchan Aptoula, Sébastien Lefèvre. Classification of Remote Sensing Images Using Attribute Profiles and Feature Profiles from Different Trees: A Comparative Study. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8517735⟩. ⟨hal-01969020⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Joint Learning from Earth Observation and OpenStreetMap Data to Get Faster Better Semantic Maps. EARTHVISION 2017 IEEE/ISPRS CVPR Workshop. Large Scale Computer Vision for Remote Sensing Imagery, Jul 2017, Honolulu, United States. ⟨10.1109/CVPRW.2017.199⟩. ⟨hal-01523573⟩
    • Minh-Tan Pham, Sébastien Lefèvre, Erchan Aptoula, Bharath Bhushan Damodaran. CLASSIFICATION OF VHR REMOTE SENSING IMAGES USING LOCAL FEATURE-BASED ATTRIBUTE PROFILES. IGARSS 2017, Jul 2017, Fort Worth, United States. ⟨hal-01588290⟩
    • Minh-Tan Pham, Grégoire Mercier, Emmanuel Trouvé, Sébastien Lefèvre. SAR image texture tracking using a pointwise graph-based model for glacier displacement measurement. IGARSS, 2017, Fort Worth (TX), United States. ⟨10.1109/IGARSS.2017.8127144⟩. ⟨hal-01672861⟩
    • Antoine Masse, Sébastien Lefèvre, Renaud Binet, Stéphanie Artigues, Pierre Lassalle, et al.. Fast and accurate denoising method applied to very high resolution optical remote sensing images. SPIE Remote Sensing, 2017, Warsaw, Poland. ⟨10.1117/12.2277705⟩. ⟨hal-01672863⟩
    • Loïc Faucqueur, François Merciol, Bharath Damodaran, Pierre-Yves Rémy, Baudoin Desclée, et al.. Scalable extraction of small woody features (swf) at the pan-european scale using open source solutions. ESA EO Open Science, 2017, Frascati, Italy. ⟨hal-01672869⟩
    • Amina Ben Hamida, Alexandre Benoit, P. Lambert, L Klein, Chokri Ben Amar, et al.. DEEP LEARNING FOR SEMANTIC SEGMENTATION OF REMOTE SENSING IMAGES WITH RICH SPECTRAL CONTENT. IEEE International Geoscience and Remote Sensing Symposium, Jul 2017, Fort Worth, United States. ⟨hal-01654187⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Fusion of Heterogeneous Data in Convolutional Networks for Urban Semantic Labeling (Invited Paper). Joint Urban Remote Sensing Event (JURSE), Mar 2017, Dubai, United Arab Emirates. ⟨10.1109/JURSE.2017.7924566⟩. ⟨hal-01438499⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Couplage de données géographiques participatives et d'images aériennes par apprentissage profond. GRETSI, 2017, Juan-les-Pins, France. ⟨hal-01672870⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Réseaux de neurones profonds et fusion de données pour la segmentation sémantique d'images aériennes. ORASIS, GREYC, 2017, Colleville-sur-Mer, France. ⟨hal-01672871⟩
    • Ronan Fablet, Nicolas Bellec, Laetitia Chapel, Chloe Friguet, René Garello, et al.. Next step for Big Data Infrastructure and Analytics for the Surveillance of the Maritime Traffic from AIS \& Sentinel Satellite Data Streams. BiDS 2017 : Big Data from Space Conference, Nov 2017, Toulouse, France. ⟨hal-01756071⟩
    • François Merciol, Thibaud Balem, Sébastien Lefèvre. Efficient and large-scale land cover classification using multiscale image analysis. Big Data from Space, 2017, Toulouse, France. ⟨hal-01672868⟩
    • Erchan Aptoula, Minh-Tan Pham, Sébastien Lefèvre. Quasi-Flat Zones for Angular Data Simplification. International Symposium on Mathematical Morphology (ISMM), 2017, Fontainebleau, France. ⟨10.1007/978-3-319-57240-6_28⟩. ⟨hal-01672857⟩
    • Petra Bosilj, Bharath Bhushan Damodaran, Erchan Aptoula, Mauro Dalla Mura, Sébastien Lefèvre. Attribute Profiles from Partitioning Trees. ISMM 2017 - 13th International Symposium on Mathematical Morphology, May 2017, Fontainebleau, France. ⟨10.1007/978-3-319-57240-6_31⟩. ⟨hal-01672856⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. On the usability of deep networks for object-based image analysis. International Conference on Geographic Object-Based Image Analysis (GEOBIA), Sep 2016, Enschede, Netherlands. ⟨hal-01320010⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. How Useful is Region-based Classification of Remote Sensing Images in a Deep Learning Framework?. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), Jul 2016, Beijing, China. ⟨10.1109/IGARSS.2016.7730327⟩. ⟨hal-01320016⟩
    • Nicolas Audebert, Bertrand Le Saux, Sébastien Lefèvre. Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks. Asian Conference on Computer Vision (ACCV16), Nov 2016, Taipei, Taiwan. ⟨10.1007/978-3-319-54181-5_12⟩. ⟨hal-01360166⟩
    • Romain Huet, Nicolas Courty, Sébastien Lefèvre. A new penalisation term for image retrieval in clique neural networks. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), 2016, Bruges, Belgium. ⟨hal-01320024⟩
    • Yanwei Cui, Sébastien Lefèvre, Laëtitia Chapel, Anne Puissant. Combining Multiple Resolutions into Hierarchical Representations for kernel-based Image Classification. international Conference on Geographic Object-Based Image Analysis (GEOBIA), 2016, Enschede, Netherlands. ⟨hal-01320011⟩
    • Sébastien Lefèvre, Erchan Aptoula. Morphological tools for spatial and multiscale analysis of passive microwave remote sensing data. Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment (MicroRad), 2016, Espoo, Finland. ⟨hal-01253875⟩
    • François Merciol, Antoine Sauray, Sébastien Lefèvre. Interoperability of multiscale visual representations for satellite image big data. Conference on Big Data from Space (BiDS), 2016, Santa Cruz de Tenerife, Spain. ⟨hal-01253872⟩
    • Bharath Bhushan Damodaran, Nicolas Courty, Sébastien Lefèvre. Unsupervised Classifier Selection Approach for Hyperspectral Image Classification. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2016, Beijing, China. ⟨hal-01320020⟩
    • Mathieu Laroze, Luc Courtrai, Sébastien Lefèvre. Human detection from aerial imagery for automatic counting of shellfish gatherers. International Conference on Computer Vision Theory and Applications (VISAPP), 2016, Rome, Italy. ⟨hal-01253867⟩
    • Yanwei Cui, Laëtitia Chapel, Sébastien Lefèvre. Combining multiscale features for classification of hyperspectral images: a sequence based kernel approach. Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), 2016, Los Angeles, United States. ⟨hal-01320012⟩
    • Petra Bosilj, Ewa Kijak, Michael Wilkinson, Sébastien Lefèvre. Short Local Descriptors from 2D Connected Pattern Spectra. IEEE International Conference on Image Processing, 2015, Quebec City, Canada. ⟨hal-01134071⟩
    • François Merciol, Sébastien Lefèvre. Fast building extraction by multiscale analysis of digital surface models. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2015, Milan, Italy. ⟨hal-01168148⟩
    • Abdullah Al-Dujaili, François Merciol, Sébastien Lefèvre. GraphBPT: An Efficient Hierarchical Data Structure for Image Representation and Probabilistic Inference. International Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.301-312, ⟨10.1007/978-3-319-18720-4_26⟩. ⟨hal-01168116⟩
    • Vladimir Curic, Sébastien Lefèvre, Cris Luengo Hendriks. Adaptive hit or miss transform. International Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.741-752, ⟨10.1007/978-3-319-18720-4_62⟩. ⟨hal-01168108⟩
    • Yanwei Cui, Laëtitia Chapel, Sébastien Lefèvre. A subpath kernel for learning hierarchical image representations. IAPR International Workshop on Graph-based Representations in Pattern Recognition, 2015, Beijing, China. pp.34-43, ⟨10.1007/978-3-319-18224-7_4⟩. ⟨hal-01168099⟩
    • Petra Bosilj, Erchan Aptoula, Sébastien Lefèvre, Ewa Kijak. Satellite image retrieval with pattern spectra descriptors. International Conference on Image Information Mining: Geospatial Intelligence from Earth Observation (IIM), 2015, Bucarest, Romania. ⟨hal-01253815⟩
    • Nehla Ghouaiel, Nailya Bogrova, Sébastien Lefèvre. Towards land cover map updating with ground-level panoramic photos. International Symposium on Mobile Mapping Technology, Dec 2015, Sydney, Australia. ⟨hal-01194374⟩
    • Petra Bosilj, Ewa Kijak, Sébastien Lefèvre. Beyond MSER: Maximally Stable Regions using Tree of Shapes. British Machine Vision Conference, Sep 2015, Swansea, United Kingdom. ⟨hal-01194372⟩
    • Petra Bosilj, Michael Wilkinson, Ewa Kijak, Sébastien Lefèvre. Local 2D Pattern Spectra as Connected Region Descriptors. International Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.182-193, ⟨10.1007/978-3-319-18720-4_16⟩. ⟨hal-01168146⟩
    • François Merciol, Sébastien Lefèvre. Buffering hierarchical representation of color video streams for interactive object selection. Advanced Concepts for Intelligent Vision Systems, Nov 2015, Catane, Italy. ⟨hal-01194373⟩
    • Erchan Aptoula, Nicolas Courty, Sébastien Lefèvre. An end-member based ordering relation for the morphological description of hyperspectral images. IEEE International Conference on Image Processing (ICIP), Oct 2014, Paris, France. ⟨hal-00998256⟩
    • François Merciol, Laëtitia Chapel, Sébastien Lefèvre. Hyperspectral image representation through alpha-trees. ESA-EUSC-JRC 9th Conference on Image Information Mining, 2014, Bucarest, Romania. pp.37-40, ⟨10.2788/25852⟩. ⟨hal-00998255⟩
    • Sébastien Lefèvre, Laëtitia Chapel, François Merciol. Hyperspectral image classification from multiscale description with constrained connectivity and metric learning. 6th International Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS 2014), Jun 2014, Lausanne, Switzerland. ⟨hal-00998254⟩
    • Luc Courtrai, Sébastien Lefèvre. Road Network Extraction from Remote Sensing using Region-based Mathematical Morphology. International Workshop on Pattern Recognition in Remote Sensing (PRRS 2014), Aug 2014, Stockholm, Sweden. to be published. ⟨hal-00998253⟩
    • Jiří Havel, François Merciol, Sébastien Lefèvre. Efficient Schemes for Computing α-tree Representations. International Symposium on Mathematical Morphology, ISMM 2013, 2013, Uppsala, Sweden. pp.111-122, ⟨10.1007/978-3-642-38294-9_10⟩. ⟨hal-00905177⟩
    • François Merciol, Laëtitia Chapel, Sébastien Lefèvre. Représentation d'images hyperspectrales sous forme d'arbres alpha. Colloque Gretsi - Traitement du Signal et des Images, 2013, Brest, France. pp.ID 502. ⟨hal-00905181⟩
    • Erchan Aptoula, Jonathan Weber, Sébastien Lefèvre. Vectorial Quasi-flat Zones for Color Image Simplification. International Symposium on Mathematical Morphology, ISMM 2013, 2013, Uppsala, Sweden. pp.231-242, ⟨10.1007/978-3-642-38294-9_20⟩. ⟨hal-00905178⟩
    • Petra Bosilj, Sébastien Lefèvre, Ewa Kijak. Hierarchical Image Representation Simplification Driven by Region Complexity. International Conference on Image Analysis and Processing, Sep 2013, Naples, Italy. pp.562-571, ⟨10.1007/978-3-642-41181-6_57⟩. ⟨hal-00921674⟩
    • Laetitia Chapel, Thomas Burger, Nicolas Courty, Sébastien Lefèvre. Classwise hyperspectral image classification with PerTurbo method. IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium, Jul 2012, Munich, Germany. pp.6883 - 6886, ⟨10.1109/IGARSS.2012.6352581⟩. ⟨hal-00706709⟩
    • François Merciol, Sébastien Lefèvre. Fast image and video segmentation based on alpha-tree multiscale representation. 8th International Conference on Signal Image Technology & Internet based Systems, 2012, Sorrento - Naples, Italy. pp.336-342. ⟨hal-00763491⟩
    • Nicolas Courty, Erchan Aptoula, Sébastien Lefèvre. A classwise supervised ordering approach for morphology based hyperspectral image classification. 21st International Conference on Pattern Recognition, 2012, Tsukuba, Japan. pp.WePSAT2.32. ⟨hal-00763490⟩
    • Anne Puissant, Sébastien Lefèvre, Simon Rougier, Jean-Philippe Malet. Automated mapping of coastline from high resolution satellite images using supervised segmentation. Fourth international conference on Geographic Object- Based Image Analysis, 2012, Rio de Janeiro, Brazil. pp.515-517. ⟨hal-00763489⟩
    • Vincent Claveau, Sébastien Lefèvre. Segmentation thématique : apport de la vectorisation. Conférence en recherche d'information et applications, 2011, Avignon, France. ⟨hal-00643688⟩
    • Vincent Claveau, Sébastien Lefèvre. Topic Segmentation of TV-streams by mathematical morphology and vectorization. InterSpeech, 2011, Florence, Italy. ⟨hal-00643905⟩
    • Sébastien Lefèvre, Vincent Claveau. Topic segmentation: application of mathematical morphology to textual data. ISMM, Internation Symposium on Mathematical Morphology, 2011, Ispra, Italy. ⟨hal-00643913⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. Fouille vidéo orientée objet, une approche générique. Atelier Fouille de Données Complexes, Journées Francophones Extraction et Gestion des Connaissances (EGC), 2011, France. pp.9-20. ⟨hal-00663794⟩
    • Sébastien Lefèvre, A. Puissant, F. Levoy. Weakly supervised image segmentation: application to mapping and monitoring of salt marsh vegetation in the Mont-Saint-Michel bay from high resolution imagery. ESA-EUSC-JRC 2011 - image Information Mining: Geospatial Intelligence from Earth Observation, Mar 2011, Ispra - Varese, Italy. 4 p. ⟨halshs-00626803⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. Zones quasi-plates spatio-temporelles et segmentation morphologique de s equences vid eo. ORASIS - Congrès des jeunes chercheurs en vision par ordinateur, INRIA Grenoble Rhône-Alpes, Jun 2011, Praz-sur-Arly, France. ⟨inria-00595251⟩
    • François Merciol, Sébastien Lefèvre. La stéganographie : une solution pour enrichir le contenu des vidéos numériques. Colloque National de la Recherche en IUT (CNRIUT), 2011, Cherbourg, France. pp.#187. ⟨hal-00663819⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. Segmentation vidéo interactive par zones quasi-plates. Colloque GRETSI sur le Traitement du Signal et des Images, 2011, Bordeaux, France. pp.ID156. ⟨hal-00663815⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. Spatio-temporal quasi-flat zones for morphological video segmentation. International Symposium on Mathematical Morphology (ISMM), 2011, Intra, Italy. pp.178-189. ⟨hal-00663807⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. No title. IEEE International Symposium on Image and Signal Processing and Analysis, 2011, Dubrovnik, Croatia. pp.265-270. ⟨hal-00663804⟩
    • Benjamin Perret, Sébastien Lefèvre, Christophe Collet. Toward a new axiomatic for hyper-connections. International Symposium on Mathematical Morphology (ISMM), 2011, Intra, Italy. pp.85-95. ⟨hal-00663811⟩
    • Jonathan Weber, Sébastien Lefèvre, Pierre Gancarski. Video object mining: issues and perspectives. Fourth IEEE International Conference on Semantic Computing (ICSC), 2010, Pittsburgh, United States. ⟨hal-00516029⟩
    • Benjamin Perret, Sébastien Lefèvre, Christophe Collet, Eric Slezak. Connected component trees for multivariate image processing applications in astronomy. 20th IAPR International Conference on Pattern Recognition (ICPR), 2010, Istanbul, Turkey. pp.4089-4092. ⟨hal-00516044⟩
    • Benjamin Perret, Sébastien Lefèvre, Christophe Collet, Eric Slezak. From hyperconnections to hypercomponent tree: Application to document image binarization. Workshop on Applications of Digital Geometry and Mathematical Morphology (WADGMM), 2010, Istanbul, Turkey. paper #5. ⟨hal-00516036⟩
    • Sébastien Lefèvre. Segmentation par ligne de partage des eaux avec marqueurs spatiaux et spectraux. Colloque GRETSI sur le Traitement du Signal et des Images, 2009, France. pp.#426. ⟨hal-00516095⟩
    • Sébastien Lefèvre. Une nouvelle approche pour la classification non supervisée en segmentation d'image. Journées Francophones Extraction et Gestion des Connaissances (EGC), 2009, France. pp.127-138. ⟨hal-00516098⟩
    • A. Puissant, Sébastien Lefèvre, F. Levoy. Mapping and monitoring of salt-marsh vegetation and tidal channel network fom high resolution imagery (1975-2006). Example of the Mont-Saint-Michel Bay (France). AGU Fall Meeting, Dec 2009, San Francisco, United States. pp.1. ⟨halshs-00523208⟩
    • Benjamin Perret, Sébastien Lefèvre, Christophe Collet, Bernd Vollmer. Astronomical Object Detection with a Robust Hit-or-Miss Transform. 16th EURASIP European Signal Processing Conference (EUSIPCO), 2008, Switzerland. ⟨hal-00516054⟩
    • Jonathan Weber, Sébastien Lefèvre. A Multivariate Hit-or-Miss Transform for Conjoint Spatial and Spectral Template Matching. International Conference on Image and Signal Processing, 2008, France. pp.226-235, ⟨10.1007/978-3-540-69905-7_26⟩. ⟨hal-00516058⟩
    • Sébastien Derivaux, Germain Forestier, Cédric Wemmert, Sébastien Lefèvre. Extraction de détecteurs d'objets urbains à partir d'une ontologie. Journées Francophones Extraction et Gestion des Connaissances (EGC) Atelier Extraction de COnnaissance à partir d'Images (ECOI),, 2008, Sophia Antipolis, France. ⟨hal-00516099⟩
    • Sébastien Lefèvre. Knowledge from markers in watershed segmentation. 12th International Conference on Computer Analysis of Images and Patterns (CAIP 2007), 2007, Austria. pp.579-586, ⟨10.1007/978-3-540-74272-2_72⟩. ⟨hal-00515912⟩
    • Erchan Aptoula, Sébastien Lefèvre. A basin morphology approach to colour image segmentation by region merging. Asian Conference on Computer Vision (ACCV), 2007, Japan. pp.935-944, ⟨10.1007/978-3-540-76386-4_89⟩. ⟨hal-00516067⟩
    • Erchan Aptoula, Sébastien Lefèvre. On morphological color texture characterization. International Symposium on Mathematical Morphology (ISMM), 2007, Brazil. pp.153-164. ⟨hal-00516071⟩
    • Erchan Aptoula, Sébastien Lefèvre. Pseudo multivariate morphological operators based on alpha-trimmed lexicographical extrema. 5th International Symposium on Image and Signal Processing and Analysis (ISPA), 2007, Turkey. pp.367-372, ⟨10.1109/ISPA.2007.4383721⟩. ⟨hal-00516074⟩
    • Sébastien Derivaux, Sébastien Lefèvre, Cédric Wemmert, Jerzy Korczak. On machine learning in watershed segmentation. IEEE International Workshop on Machine Learning in Signal Processing (MLSP), 2007, Greece. pp.187-192, ⟨10.1109/MLSP.2007.4414304⟩. ⟨hal-00516076⟩
    • Sébastien Lefèvre, Jonathan Weber, David Sheeren. Automatic building extraction in VHR images using advanced morphological operators. IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (URBAN), 2007, France. pp.INSPEC #9702691, ⟨10.1109/URS.2007.371825⟩. ⟨hal-00516082⟩
    • Erchan Aptoula, Sébastien Lefèvre. Pseudo-opérateurs morphologiques multivariés basés sur les extrema lexicographiques alpha-tronqués. Congrès francophone ORASIS de vision par ordinateur, 2007, France. ⟨hal-00516102⟩
    • Sébastien Derivaux, Sébastien Lefèvre, Cédric Wemmert, Jerzy Korczak. Paramétrisation de méthodes de segmentation par utilisation de connaissances et approche génétique. Atelier Extraction de COnnaissance à partir d'Images (ECOI), Journées Francophones Extraction et Gestion des Connaissances (EGC), 2007, Belgique. ⟨hal-00516103⟩
    • Sébastien Derivaux, Sébastien Lefèvre, Cédric Wemmert, Jerzy Korczak. Segmentation par ligne de partage des eaux basée sur des connaissances texturales. Colloque GRETSI sur le Traitement du Signal et des Images, 2007, Troyes, France. ⟨hal-00516100⟩
    • Sébastien Lefèvre. Extending morphological signatures for visual pattern recognition. International Workshop on Pattern Recognition in Information Systems (PRIS), 2007, Funchal, Portugal. pp.79-88. ⟨hal-00516078⟩
    • Erchan Aptoula, Sébastien Lefèvre. Spatial Morphological Covariance Applied to Texture Classification. International Workshop on Multimedia Content Representation, Classification and Security (IWMRCS), 2006, Turkey. pp.522-529, ⟨10.1007/11848035_69⟩. ⟨hal-00516085⟩
    • Erchan Aptoula, Sébastien Lefèvre, Christophe Collet. Mathematical Morphology Applied to the Segmentation and Classification of Galaxies in Multispectral Images. EURASIP European Signal Processing Conference (EUSIPCO), 2006, Italy. ⟨hal-00516087⟩
    • Sébastien Derivaux, Sébastien Lefèvre, Cédric Wemmert, Jerzy Korczak. Watershed Segmentation of Remotely Sensed Images Based on a Supervised Fuzzy Pixel Classification. IEEE International Geosciences And Remote Sensing Symposium (IGARSS), 2006, United States. pp.3712-3715, ⟨10.1109/IGARSS.2006.951⟩. ⟨hal-00516090⟩
    • Jonathan Weber, Sébastien Lefèvre, David Sheeren. Détection des bâtiments dans les images THRS avec la morphologie mathématique. Colloque International de Géomatique et d'Analyse Spatiale (SAGEO), 2006, France. ⟨hal-00516105⟩
    • Sébastien Derivaux, Sébastien Lefèvre, Cédric Wemmert, Jerzy Korczak. Apport d'une classification non supervisée floue à la segmentation par ligne de partage des eaux. Colloque International de Géomatique et d'Analyse Spatiale (SAGEO), 2006, France. ⟨hal-00516107⟩

    Book sections10 documents

    • Sébastien Lefèvre, Luc Courtrai, Minh-Tan Pham, Chloé Friguet, Jean-Christophe Burnel. Observation de la mer par apprentissage profond : quelques exemples d’applications pour protéger notre bien commun. Mer et Littoral: un bien commun ? Une approche pluridisciplinaire. Actes du Séminaire International de l'Institut Archipel. Université Bretagne Sud, 17-19 juin 2019., pp.215-224, 2021, 978-2-9573619-1-5. ⟨hal-03379496⟩
    • Ahmed Samy Nassar, Stefano D’aronco, Sébastien Lefèvre, Jan Wegner. GeoGraph: Graph-Based Multi-view Object Detection with Geometric Cues End-to-End. Computer Vision – ECCV 2020, pp.488-504, 2020, ⟨10.1007/978-3-030-58571-6_29⟩. ⟨hal-03213841⟩
    • Florent Guiotte, Sébastien Lefèvre, Thomas Corpetti. Attribute Filtering of Urban Point Clouds Using Max-Tree on Voxel Data. Mathematical Morphology and Its Applications to Signal and Image Processing, pp.391-402, 2019, ⟨10.1007/978-3-030-20867-7_30⟩. ⟨hal-02343890⟩
    • Sébastien Lefèvre, Erchan Aptoula, Benjamin Perret, Jonathan Weber. Morphological Template Matching in Color Images. Advances in Low-Level Color Image Processing, 11, Springer Netherlands, pp.241-277, 2014, Lecture Notes in Computational Vision and Biomechanics, 978-94-007-7583-1. ⟨10.1007/978-94-007-7584-8_8⟩. ⟨hal-01111954⟩
    • Jesus Angulo, Sébastien Lefèvre, Olivier Lezoray. Color representation and processing in polar color spaces. Christine Fernandez-Maloigne, Frédérique Robert-Inacio, and Ludovic Macaire. Digital Color Imaging, Wiley-ISTE, 1-40 (Chapter 1), 2013, 9781848213470 (Print) / 9781118561966 (Online). ⟨10.1002/9781118561966.ch1⟩. ⟨hal-00763480⟩
    • Jesus Angulo, Sébastien Lefèvre, Olivier Lézoray. Représentation et traitement couleur dans des espaces polaires : intensité, teinte et saturation. Christine Fernandez-Maloigne, Ludovic Macaire et Frédérique Robert-Inacio. Imagerie numérique : Avancées et perspectives pour la couleur, Hermes Science Publications, Chapitre 1, 2012, Traité IC2 signal et image, 9782746232051. ⟨hal-00763482⟩
    • Erchan Aptoula, Sébastien Lefèvre. Morphological texture description of grayscale and color images. Peter Hawkes. Advances in Imaging and Electron Physics (vol. 169), Elsevier, pp.1-74, 2011. ⟨hal-00663796⟩
    • Sébastien Lefèvre. A new approach for unsupervised classification in image segmentation. Fabrice Guillet and Gilbert Ritschard and Djamel Zighed and Henri Briand. Advances in knowledge discovery and management, Springer, pp.113-131, 2010, Studies in Computational Intelligence. ⟨hal-00515960⟩
    • Sébastien Lefèvre. Image features from morphological scale-spaces. Dacheng Tao and Dong Xu and Xuelong Li. Semantic Mining from Multimedia Databases, Idea Group Publishing, pp.32-79, 2009. ⟨hal-00515953⟩
    • Erchan Aptoula, Sébastien Lefèvre. Multivariate mathematical morphology applied to colour image analysis. Christophe Collet and Jocelyn Chanussot and Kacem Chehdi. Multivariate image processing: methods and applications, ISTE - John Wiley, pp.303-337, 2009. ⟨hal-00515954⟩

    Other publications1 document

    • Olivier Lézoray, Christophe Charrier, Hubert Cardot, Sébastien Lefèvre. Machine Learning in Image Processing. 2008. ⟨hal-01067910⟩

    Preprints, Working Papers, ...3 documents

    • Joachim Nyborg, Charlotte Pelletier, Sébastien Lefèvre, Ira Assent. TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation. 2022. ⟨hal-03515501⟩
    • Marc Rußwurm, Sébastien Lefevre, Nicolas Courty, Rémi Emonet, Marco Körner, et al.. End-to-end Learning for Early Classification of Time Series. 2019. ⟨hal-02174314⟩
    • Alice Froidevaux, Andréa Julier, Agustin Lifschitz, Minh-Tan Pham, Romain Dambreville, et al.. Vehicle detection and counting from VHR satellite images: efforts and open issues. 2019. ⟨hal-02343840⟩

    Theses1 document

    • Sébastien Lefèvre. Détection d'événements dans une séquence vidéo. Interface homme-machine [cs.HC]. Université François Rabelais - Tours, 2002. Français. ⟨tel-00278073⟩

    Habilitation à diriger des recherches1 document

    • Sébastien Lefèvre. Approches multivaluées et supervisées en morphologie mathématique et applications en analyse d'image. Interface homme-machine [cs.HC]. Université de Strasbourg, 2009. ⟨tel-00515901⟩