Sébastien Lefèvre
Présentation
Publications
Publications
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Shaping Fine-Tuning of Geospatial Foundation Models: Effects of Label Availability and Temporal ResolutionICML 2025 Workshop - TerraBytes - Towards global datasets and models for Earth Observation, Jul 2025, Vancouver, Canada. pp.81-96 |
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Investigating the Impact of Feature Reduction for Deep Learningbased Seasonal Sea Ice ForecastingNorthern Lights Deep Learning Conference (NLDL), 2025, Tromsø, Norway |
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Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2025), Jun 2025, Nashville, TN, United States. pp.3087-3097, ⟨10.1109/CVPRW67362.2025.00292⟩ |
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Efficient Content-Based Time Series Retrieval using Pattern SpectraDGMM 2025, Nov 2025, Groningen, Netherlands. pp.473-476, ⟨10.1007/978-3-032-09544-2⟩ |
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Comment spécialiser DINOv2 pour l'astronomie ?GRETSI, Aug 2025, STRASBOURG, France |
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Plant detection from ultra high resolution remote sensing images: A Semantic Segmentation approach based on fuzzy lossIEEE International Geoscience and Remote Sensing Symposium (IGARSS 2024), Jul 2024, Athènes, Greece. ⟨10.1109/IGARSS53475.2024.10641972⟩ |
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Landslide Detection in 3D Point Clouds With Deep Siamese Convolutional NetworkIGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Jul 2024, Athens, Greece. pp.4574-4577, ⟨10.1109/IGARSS53475.2024.10641348⟩ |
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Mapping earth mounds from spaceIGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, IEEE, Jul 2024, Athènes, Greece. pp.4044-4049, ⟨10.1109/IGARSS53475.2024.10642004⟩ |
Semantic World – A Novel Benchmark Dataset for Semi-Supervised Semantic SegmentationEARSeL Symposium, 2024, Manchester, United Kingdom |
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Prévision des ressources en eau à partir de séries temporelles d’images satellitaires à l’aide d’un réseau de neurones pour graphesReconnaissance des Formes, Image, Apprentissage et Perception 2024, Jul 2024, Lille, France |
More Labels or Better Labels? A Semantic Segmentation Study Case Using Historical Aerial Images for Tree DelineationIGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, IEEE, Jul 2024, Athens, Greece. pp.9604-9608, ⟨10.1109/IGARSS53475.2024.10642817⟩ |
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Deep Learning–Based Bathymetry Mapping from Multispectral Satellite Data Around Europa IslandEUCOMARE 2022: International Conference European Spatial Data for Coastal and Marine Remote Sensing, May 2022, Saint Malo (FR), France. pp.97-111, ⟨10.1007/978-3-031-16213-8_6⟩ |
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Analyse de techniques d'apprentissage sur graphes pour la segmentation sémantique de séries temporelles d'images satellitairesORASIS 2023, Laboratoire LIS, UMR 7020, May 2023, Carqueiranne, France |
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Variational Autoencoder with Gaussian Random Field prior: application to unsupervised animal detection in aerial images2023 IEEE International Conference on Image Processing (ICIP), Oct 2023, Kuala Lumpur, Malaysia. pp.1620-1624, ⟨10.1109/ICIP49359.2023.10222900⟩ |
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Learning UAV-Based Above-Ground Biomass Regression Models in Sparse Training Data EnvironmentsIGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. pp.3322-3325, ⟨10.1109/IGARSS52108.2023.10281513⟩ |
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Hyperbolic Variational Auto-Encoder for Remote Sensing EmbeddingsInternational Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena (California), United States |
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Weakly Supervised Marine Animal Detection from Remote Sensing Images Using Vector-Quantized Variational AutoencoderIGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. pp.5559-5562, ⟨10.1109/IGARSS52108.2023.10282672⟩ |
HIRACLES : HIgh-Resolution imAgery for CLiff Erosion Studies – utilisation des images Pléiades pour le suivi de l’érosion du front de falaiseSéminaire du réseau d’observation du littoral de Normandie et des Hauts-de-France, réseau d’observation du littoral de Normandie et des Hauts-de-France, Nov 2023, Caen, France |
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Multimodal Object Detection in Remote SensingIGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, France. pp.1245-1248, ⟨10.1109/IGARSS52108.2023.10281486⟩ |
Contribution de l’imagerie satellite oblique (Pléiades) au suivi et à la compréhension de l’érosion des falaisesWebinaire technique du réseau national des observatoires du trait de côte, Jun 2023, Paris, France |
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LOW SUPERVISION" DEEP CLUSTER CHANGE DETECTION (CDCLUSTER) ON REMOTE SENSING RGB DATA: TOWARDS THE UNSUPERVISING CLUSTERING FRAMEWORKIGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. pp.6656-6659, ⟨10.1109/IGARSS52108.2023.10282898⟩ |
Graph Dynamic Earth Net: Spatio-Temporal Graph Benchmark for Satellite Image Time SeriesIGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. ⟨10.1109/IGARSS52108.2023.10281458⟩ |
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Deep Active Contour Models for Delineating Glacier Calving FrontsIGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Jul 2022, Kuala Lumpur, Malaysia. pp.4490-4493, ⟨10.1109/IGARSS46834.2022.9884819⟩ |
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Autoencodeurs variationnels à registre de vecteurs pour la détection d'anomaliesRFIAP 2022 - (Congrès Reconnaissance des Formes, Image, Apprentissage et Perception), Jul 2022, Vannes, France |
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A Hierarchical Prototypical Network for Few-Shot Remote Sensing Scene ClassificationICPRAI 2022 - 3rd International Conference on Pattern Recognition and Artificial Intelligence, Jun 2022, Paris, France |
Unsupervised Addition of a New Modality through Self-Training for Semantic SegmentationCongrès de Reconnaissance des Formes, Image, Apprentissage, Perception (RFIAP), 2022, Vannes, France |
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Fully Deep SORT: Réidentification par mécanisme d’attention sans apprentissage explicite de similaritéColloque GRETSI sur le Traitement du Signal et des Images, 2022, Lille, France |
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Robust Deep Simple Online Real-time TrackingCongrès de Reconnaissance des Formes, Image, Apprentissage, Perception (RFIAP), 2022, Vannes, France |
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Fully Deep Simple Online Real-time Tracking: Efficient Re-Identification by Attention without Explicit Similarity LearningICPR) 2022 - 26th International Conference on Pattern Recognition, Aug 2022, Montreal, Canada. pp.3522-3528, ⟨10.1109/ICPR56361.2022.9956283⟩ |
Less Labels, More Modalities: A Self-Training Framework to Reuse Pretrained NetworksIAPR International Workshop on Pattern Recognition in Remote Sensing, 2022, Montréal, Canada |
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Ajout non supervisé d’une modalité pour la télédétectionColloque GRETSI sur le Traitement du Signal et des Images, 2022, Lille, France |
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Leveraging Vector-Quantized Variational Autoencoder Inner Metrics for Anomaly Detection2022 26th International Conference on Pattern Recognition (ICPR), Aug 2022, Montreal, Canada. pp.435-441, ⟨10.1109/ICPR56361.2022.9956102⟩ |
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Low-cost Multispectral Scene Analysis with Modality DistillationWACV 2022 - IEEE Winter Conference on Applications of Computer Vision, Jan 2022, Waikoloa /Virtual, United States. pp.1-10, ⟨10.1109/WACV51458.2022.00339⟩ |
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Robust Deep Simple Online Real-Time TrackingISPA 2021 -12th International Symposium on Image and Signal Processing and Analysis, Sep 2021, Zagreb, Croatia. pp.138-144, ⟨10.1109/ISPA52656.2021.9552062⟩ |
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PDF-Distil: including Prediction Disagreements in Feature-based Distillation for object detectionBMVC 2021 - 32nd British Machine Vision Conference, Nov 2021, Virtual, United Kingdom. pp.1-13 |
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Benchmarking Change Detection in Urban 3D Point CloudsIGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, Belgium |
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Mapping Pb/Zn-stressed plant communities: challenges of centimetre- to millimetre-scale UAV sensing for training deep-learning schemesVirtual Geoscience Conference 2023, Geosensor Systems group, TU Dresden; Department of Exploration, Helmholtz Institute Freiberg for Resource Technology (HIF), Sep 2023, Dresden, Germany |
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Energy-Based Models for Earth Observation ApplicationsICLR Workshop on Energy Based Models, 2021, Virtual, France |
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Classification and Generation of Earth Observation Images using a Joint Energy-Based ModelIGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Bruxelles, Belgium |
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Hyperbolic Variational Auto-Encoder for Remote Sensing Scene ClassificationORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France |
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Very high resolution Airborne PolSAR Image Classification using Convolutional Neural Networks13th European Conference on Synthetic Aperture Radar, 2021, Leipzig, Germany |
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Ajouter une modalité complementaire sans annotationsORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France |
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Guided Attentive Feature Fusion for Multispectral Pedestrian DetectionWACV 2021 - IEEE Winter Conference on Applications of Computer Vision, Jan 2021, Waikoloa /Virtual, United States. pp.1-9, ⟨10.1109/WACV48630.2021.00012⟩ |
Contribution of oblique satellite imagery to monitor and understand the coastal cliff erosion in France and GreeceWomen in Geomorphology: a Mediterranean perspective, Mar 2021, visioconférence, Greece |
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Détection de changements urbains 3D par un réseau Siamois sur nuage de pointsORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France |
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Bayesian Deep Learning with Monte Carlo Dropout for Qualification of Semantic SegmentationIGARSS 2021 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels, Belgium |
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On Morphological Hierarchies for Image SequencesICPR 2020 – 25th International Conference on Pattern Recognition, Jan 2021, Milan (virtual), Italy. pp.1-8, ⟨10.1109/ICPR48806.2021.9412177⟩ |
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Fast Pattern Spectra using Tree Representation of the Image for Patch RetrievalDGMM 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⟩ |
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Localize to Classify and Classify to Localize: Mutual Guidance in Object DetectionACCV 2020 - The 15th Asian Conference on Computer Vision, Nov 2020, Kyoto / Virtual, Japan. pp.1-15, ⟨10.1007/978-3-030-69538-5_7⟩ |
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Energy-based Models for Earth Observation ApplicationsORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France |
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Watershed-based attribute profiles for pixel classification of remote sensing dataDGMM 2021 - IAPR International Conference on Discrete Geometry and Mathematical Morphology, May 2021, Uppsala / Virtual, Sweden |
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Deep Active Learning from Multispectral Data Through Cross-Modality Prediction InconsistencyICIP 2021 - 28th IEEE International Conference on Image Processing, Sep 2021, Anchorage, United States. pp.1-5, ⟨10.1109/ICIP42928.2021.9506322⟩ |
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SPATIO-TEMPORAL OBJECT STABILITY FOR MONITORING EVOLVING AREAS IN SATELLITE IMAGE TIME SERIESISPRS (Virtual Conference), Jun 2020, Nice, France |
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Méthodes de Fusion de Cartes de Caractéristiques pour la Détection Multispectrale par Réseaux de Neurones ProfondsRFIAP 2020 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2020, Vannes, France. pp.1-2 |
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Vehicle Detection and Counting from VHR Satellite Images: Efforts and Open IssuesIGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. pp.256-259, ⟨10.1109/IGARSS39084.2020.9323827⟩ |
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Apprentissage de réseaux de neurones de super-résolution pour la détection d'objets de petite taille dans les images de télédétectionRFIAP 2020 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2020, Vannes, France |
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Small Object Detection from Remote Sensing Images with the Help of Object-Focused Super-Resolution Using Wasserstein GANsIGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. pp.260-263, ⟨10.1109/IGARSS39084.2020.9323236⟩ |
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Data annotation with active learning: application to environmental surveysJDS 2020 - 52èmes Journées de Statistique de la Société Française de Statistique (SFdS), May 2020, Nice, France. pp.1-6 |
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Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine BlocksICIP 2020 - IEEE International Conference on Image Processing, Oct 2020, Abou Dabi, United Arab Emirates. pp.1-5 |
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On Auxiliary Losses for Semi-Supervised Semantic SegmentationECML PKDD 2020: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2020, Gand, Belgium |
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Analysis of Min-Trees over Sentinel-1 Time Series for Flood Detection2019 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⟩ |
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Automated Mapping Of Accessibility Signs With Deep Learning From Ground-level Imagery and Open Data2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808961⟩ |
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Filtrage et classification de nuage de points sur la base d'attributs morphologiquesJournées francophones des jeunes chercheurs en vision par ordinateur (ORASIS), May 2019, St-Dié-Des-Vosges, France |
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Voxel-based attribute profiles on lidar data for land cover mappingIEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2019, Yokohama, Japan |
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Réseaux de neurones semi-supervisés pour la segmentation sémantique en télédétectionColloque GRETSI sur le Traitement du Signal et des Images, 2019, Lille, France |
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Mosaicing Fidelity Geometrical Assessment Based on SURF Point ClassificationISPRS 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⟩ |
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Learning geometric soft constraints for multi-view instance matching across street-level panoramas2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808935⟩ |
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An Advanced Benchmarking for Image Compositing EvaluationISPRS 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⟩ |
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Early Classification for Agricultural Monitoring from Satellite Time SeriesAI for Social Good Workshop at International Conference on Machine Learning (ICML), 2019, Long Beach, United States |
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Monitoring Urban Growth with Spatial Filtering of Satellite Image Time SeriesJURSE (Joint Urban Remote Sensing Event ), May 2019, Vannes, France |
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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⟩ |
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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 |
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Attribute profiles for satellite image time seriesIEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2019, Yokohama, Japan |
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Simultaneous multi-view instance detection with learned geometric soft-constraintsInternationcal Conference on Computer Vision (ICCV), 2019, Seoul, South Korea |
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Extraction non supervisée de descripteurs pour des suivis environnementaux aériensJournées francophones des jeunes chercheurs en vision par ordinateur (ORASIS), May 2019, St-Dié-Des-Vosges, France |
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Rasterization strategies for airborne LiDAR classification using attribute profiles2019 Joint Urban Remote Sensing Event (JURSE), May 2019, Vannes, France. pp.1-4, ⟨10.1109/JURSE.2019.8808945⟩ |
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BreizhCrops: A Satellite Time Series Dataset for Crop Type IdentificationTime Series Workshop of the 36th International Conference on Machine Learning (ICML), 2019, Long Beach, United States |
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Multi-task deep learning from Sentinel-1 SAR: ship detection, classification and length estimationBiDS'19 : Conference on Big Data from Space, Feb 2019, Munich, Germany |
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A New Optimized Denoising Method applied to the Spot World Heritage Initiative and its Spot 5 Supermode imagesIGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8518357⟩ |
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Détection d'objets enterrés par apprentissage profond sur imagerie géoradarRFIAP, Jun 2018, Marne-la-Vallée, France |
Combining multiple segmentations through a flexible frameworkGEOBIA 2018 - From pixels to ecosystems and global sustainability , Centre d'Etudes Spatiales de la BIOsphère (CESBIO); Office national d'études et de recherches aérospatiales (ONERA); Espace pour le développement (ESPACE DEV); Société T.E.T.I.S, Jun 2018, Montpellier, France |
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Active Learning to Assist Annotation of Aerial Images in Environmental SurveysCBMI 2018 - 16th International Conference on Content-Based Multimedia Indexing, Sep 2018, La Rochelle, France. pp.1-6 |
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Generative Adversarial Networks for Realistic Synthesis of Hyperspectral SamplesInternational Geoscience and Remote Sensing Symposium (IGARSS 2018), Jul 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8518321⟩ |
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Classification de données LiDAR bi-spectral topo-bathymétriques par une approche multi-échelle : Application en milieu fluvialConférence Française de Photogrammétrie et de Télédétection, 2018, Marne-la-Vallée, France |
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Buried Object Detection from B-Scan Ground Penetrating Radar Data Using Faster-RCNNIGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8517683⟩ |
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Large-scale semantic classification: outcome of the first year of Inria aerial image labeling benchmarkIGARSS 2018 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valencia, Spain. pp.1-4, ⟨10.1109/IGARSS.2018.8518525⟩ |
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Classification of Remote Sensing Images Using Attribute Profiles and Feature Profiles from Different Trees: A Comparative StudyIGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Valencia, Spain. ⟨10.1109/IGARSS.2018.8517735⟩ |
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Apprentissage actif pour l'annotation d'images aériennes appliqué aux suivis environnementauxRFIAP 2018 - Reconnaissance des Formes, Image, Apprentissage et Perception, Jun 2018, Marne-la-Vallée, France. pp.1-3 |
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Segmentation sémantique profonde par régression sur cartes de distances signéesReconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), Jun 2018, Marne-la-Vallée, France |
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GEOBIA at the Terapixel Scale: From VHR Satellite Images to Small Woody Features at the Pan-European LevelGEOBIA 2018 - From pixels to ecosystems and global sustainability , Centre d'Etudes Spatiales de la BIOsphère (CESBIO); Office national d'études et de recherches aérospatiales (ONERA); Espace pour le développement (ESPACE DEV); Société T.E.T.I.S, Jun 2018, Montpellier, France |
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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 HeritageConférence Française de Photogrammétrie et de Télédétection (CFPT), 2018, Marne-La-Vallée, France |
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OBIA-based Monitoring of Riparian Vegetation Applied to the Identification of Degraded Acacia Xanthophloea along Lake Nakuru, KenyaGEOBIA 2018 - From pixels to ecosystems and global sustainability , Centre d'Etudes Spatiales de la BIOsphère (CESBIO); Office national d'études et de recherches aérospatiales (ONERA); Espace pour le développement (ESPACE DEV); Société T.E.T.I.S, Jun 2018, Montpellier, France. pp.18 - 22 |
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Recent Developments from Attribute Profiles for Remote Sensing Image ClassificationInternational Conference on Pattern Recognition and Artificial Intelligence, 2018, Montreal, Canada |
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Réseaux de neurones profonds et fusion de données pour la segmentation sémantique d'images aériennesORASIS, GREYC, 2017, Colleville-sur-Mer, France |
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Next step for Big Data Infrastructure and Analytics for the Surveillance of the Maritime Traffic from AIS \& Sentinel Satellite Data StreamsBiDS 2017 : Big Data from Space Conference, Nov 2017, Toulouse, France |
Scalable extraction of small woody features (swf) at the pan-european scale using open source solutionsESA EO Open Science, 2017, Frascati, Italy |
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Efficient and large-scale land cover classification using multiscale image analysisBig Data from Space, 2017, Toulouse, France |
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Quasi-Flat Zones for Angular Data SimplificationInternational Symposium on Mathematical Morphology (ISMM), 2017, Fontainebleau, France. ⟨10.1007/978-3-319-57240-6_28⟩ |
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Attribute Profiles from Partitioning TreesISMM 2017 - 13th International Symposium on Mathematical Morphology, May 2017, Fontainebleau, France. ⟨10.1007/978-3-319-57240-6_31⟩ |
Fast and accurate denoising method applied to very high resolution optical remote sensing imagesSPIE Remote Sensing, 2017, Warsaw, Poland. ⟨10.1117/12.2277705⟩ |
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DEEP LEARNING FOR SEMANTIC SEGMENTATION OF REMOTE SENSING IMAGES WITH RICH SPECTRAL CONTENTIEEE International Geoscience and Remote Sensing Symposium, Jul 2017, Fort Worth, United States |
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Joint Learning from Earth Observation and OpenStreetMap Data to Get Faster Better Semantic MapsEARTHVISION 2017 IEEE/ISPRS CVPR Workshop. Large Scale Computer Vision for Remote Sensing Imagery, Jul 2017, Honolulu, United States. ⟨10.1109/CVPRW.2017.199⟩ |
SAR image texture tracking using a pointwise graph-based model for glacier displacement measurementIGARSS, 2017, Fort Worth (TX), United States. ⟨10.1109/IGARSS.2017.8127144⟩ |
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Couplage de données géographiques participatives et d'images aériennes par apprentissage profondGRETSI, 2017, Juan-Les-Pins, France |
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Fusion of Heterogeneous Data in Convolutional Networks for Urban Semantic Labeling (Invited Paper)Joint Urban Remote Sensing Event (JURSE), Mar 2017, Dubaï, United Arab Emirates. ⟨10.1109/JURSE.2017.7924566⟩ |
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CLASSIFICATION OF VHR REMOTE SENSING IMAGES USING LOCAL FEATURE-BASED ATTRIBUTE PROFILESIGARSS 2017, Jul 2017, Fort Worth, United States |
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Deep learning for urban remote sensingJoint Urban Remote Sensing Event (JURSE), Mar 2017, Dubaï, United Arab Emirates. ⟨10.1109/JURSE.2017.7924536⟩ |
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Combining Multiple Resolutions into Hierarchical Representations for kernel-based Image Classificationinternational Conference on Geographic Object-Based Image Analysis (GEOBIA), 2016, Enschede, Netherlands |
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Combining multiscale features for classification of hyperspectral images: a sequence based kernel approachWorkshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), 2016, Los Angeles, United States |
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A new penalisation term for image retrieval in clique neural networksEuropean Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), 2016, Bruges, Belgium |
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Human detection from aerial imagery for automatic counting of shellfish gatherersInternational Conference on Computer Vision Theory and Applications (VISAPP), 2016, Rome, Italy |
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Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep NetworksAsian Conference on Computer Vision (ACCV16), Nov 2016, Taipei, Taiwan. ⟨10.1007/978-3-319-54181-5_12⟩ |
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Unsupervised Classifier Selection Approach for Hyperspectral Image ClassificationIEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2016, Beijing, China |
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Interoperability of multiscale visual representations for satellite image big dataConference on Big Data from Space (BiDS), 2016, Santa Cruz de Tenerife, Spain |
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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⟩ |
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Morphological tools for spatial and multiscale analysis of passive microwave remote sensing dataSpecialist Meeting on Microwave Radiometry and Remote Sensing of the Environment (MicroRad), 2016, Espoo, Finland |
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On the usability of deep networks for object-based image analysisInternational Conference on Geographic Object-Based Image Analysis (GEOBIA), Sep 2016, Enschede, Netherlands |
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Beyond MSER: Maximally Stable Regions using Tree of ShapesBritish Machine Vision Conference, Sep 2015, Swansea, United Kingdom |
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Local 2D Pattern Spectra as Connected Region DescriptorsInternational Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.182-193, ⟨10.1007/978-3-319-18720-4_16⟩ |
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Adaptive hit or miss transformInternational Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.741-752, ⟨10.1007/978-3-319-18720-4_62⟩ |
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Short Local Descriptors from 2D Connected Pattern SpectraIEEE International Conference on Image Processing, 2015, Quebec City, Canada |
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Towards land cover map updating with ground-level panoramic photosInternational Symposium on Mobile Mapping Technology, Dec 2015, Sydney, Australia |
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A subpath kernel for learning hierarchical image representationsIAPR International Workshop on Graph-based Representations in Pattern Recognition, 2015, Beijing, China. pp.34-43, ⟨10.1007/978-3-319-18224-7_4⟩ |
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GraphBPT: An Efficient Hierarchical Data Structure for Image Representation and Probabilistic InferenceInternational Symposium on Mathematical Morphology, 2015, Reykjavik, Iceland. pp.301-312, ⟨10.1007/978-3-319-18720-4_26⟩ |
Fast building extraction by multiscale analysis of digital surface modelsIEEE International Geosciences and Remote Sensing Symposium (IGARSS), 2015, Milan, Italy |
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Buffering hierarchical representation of color video streams for interactive object selectionAdvanced Concepts for Intelligent Vision Systems, Nov 2015, Catane, Italy |
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Satellite image retrieval with pattern spectra descriptorsInternational Conference on Image Information Mining: Geospatial Intelligence from Earth Observation (IIM), 2015, Bucarest, Romania |
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Hyperspectral image classification from multiscale description with constrained connectivity and metric learning6th International Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS 2014), Jun 2014, Lausanne, Switzerland |
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An end-member based ordering relation for the morphological description of hyperspectral imagesIEEE International Conference on Image Processing (ICIP), Oct 2014, Paris, France |
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Hyperspectral image representation through alpha-treesESA-EUSC-JRC 9th Conference on Image Information Mining, 2014, Bucarest, Romania. pp.37-40, ⟨10.2788/25852⟩ |
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Road Network Extraction from Remote Sensing using Region-based Mathematical MorphologyInternational Workshop on Pattern Recognition in Remote Sensing (PRRS 2014), Aug 2014, Stockholm, Sweden. to be published |
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Représentation d'images hyperspectrales sous forme d'arbres alphaColloque Gretsi - Traitement du Signal et des Images, 2013, Brest, France. pp.ID 502 |
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Vectorial Quasi-flat Zones for Color Image SimplificationInternational Symposium on Mathematical Morphology, ISMM 2013, 2013, Uppsala, Sweden. pp.231-242, ⟨10.1007/978-3-642-38294-9_20⟩ |
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Efficient Schemes for Computing α-tree RepresentationsInternational Symposium on Mathematical Morphology, ISMM 2013, 2013, Uppsala, Sweden. pp.111-122, ⟨10.1007/978-3-642-38294-9_10⟩ |
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Hierarchical Image Representation Simplification Driven by Region ComplexityInternational Conference on Image Analysis and Processing, Sep 2013, Naples, Italy. pp.562-571, ⟨10.1007/978-3-642-41181-6_57⟩ |
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Classwise hyperspectral image classification with PerTurbo methodIGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium, Jul 2012, Munich, Germany. pp.6883 - 6886, ⟨10.1109/IGARSS.2012.6352581⟩ |
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A classwise supervised ordering approach for morphology based hyperspectral image classification21st International Conference on Pattern Recognition, 2012, Tsukuba, Japan. pp.WePSAT2.32 |
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Automated mapping of coastline from high resolution satellite images using supervised segmentationFourth international conference on Geographic Object- Based Image Analysis, 2012, Rio de Janeiro, Brazil. pp.515-517 |
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Fast image and video segmentation based on alpha-tree multiscale representation8th International Conference on Signal Image Technology & Internet based Systems, 2012, Sorrento - Naples, Italy. pp.336-342 |
Weakly supervised image segmentation: application to mapping and monitoring of salt marsh vegetation in the Mont-Saint-Michel bay from high resolution imageryESA-EUSC-JRC 2011 - image Information Mining: Geospatial Intelligence from Earth Observation, Mar 2011, Ispra - Varese, Italy. 4 p |
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Toward a new axiomatic for hyper-connectionsInternational Symposium on Mathematical Morphology (ISMM), 2011, Intra, Italy. pp.85-95 |
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Fouille vidéo orientée objet, une approche génériqueAtelier Fouille de Données Complexes, Journées Francophones Extraction et Gestion des Connaissances (EGC), 2011, France. pp.9-20 |
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Spatio-temporal quasi-flat zones for morphological video segmentationInternational Symposium on Mathematical Morphology (ISMM), 2011, Intra, Italy. pp.178-189 |
Topic Segmentation of TV-streams by mathematical morphology and vectorizationInterSpeech, 2011, Florence, Italy |
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Segmentation thématique : apport de la vectorisationConférence en recherche d'information et applications, 2011, Avignon, France |
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Segmentation vidéo interactive par zones quasi-platesColloque GRETSI sur le Traitement du Signal et des Images, 2011, Bordeaux, France. pp.ID156 |
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Zones quasi-plates spatio-temporelles et segmentation morphologique de s equences vid eoORASIS - Congrès des jeunes chercheurs en vision par ordinateur, INRIA Grenoble Rhône-Alpes, Jun 2011, Praz-sur-Arly, France |
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La stéganographie : une solution pour enrichir le contenu des vidéos numériquesColloque National de la Recherche en IUT (CNRIUT), 2011, Cherbourg, France. pp.#187 |
Topic segmentation: application of mathematical morphology to textual dataISMM, Internation Symposium on Mathematical Morphology, 2011, Ispra, Italy |
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No titleIEEE International Symposium on Image and Signal Processing and Analysis, 2011, Dubrovnik, Croatia. pp.265-270 |
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From hyperconnections to hypercomponent tree: Application to document image binarizationWorkshop on Applications of Digital Geometry and Mathematical Morphology (WADGMM), 2010, Istanbul, Turkey. paper #5 |
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Connected component trees for multivariate image processing applications in astronomy20th IAPR International Conference on Pattern Recognition (ICPR), 2010, Istanbul, Turkey. pp.4089-4092 |
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Video object mining: issues and perspectivesFourth IEEE International Conference on Semantic Computing (ICSC), 2010, Pittsburgh, United States |
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 |
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Une nouvelle approche pour la classification non supervisée en segmentation d'imageJournées Francophones Extraction et Gestion des Connaissances (EGC), 2009, France. pp.127-138 |
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Segmentation par ligne de partage des eaux avec marqueurs spatiaux et spectrauxColloque GRETSI sur le Traitement du Signal et des Images, 2009, France. pp.#426 |
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COASTLINE EXTRACTION IN VHR IMAGERY USING MATHEMATICAL MORPHOLOGY WITH SPATIAL AND SPECTRAL KNOWLEDGESPRS Congress Beijing 2008, Jul 2008, China. pp.1305-1310 |
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A Multivariate Hit-or-Miss Transform for Conjoint Spatial and Spectral Template MatchingInternational Conference on Image and Signal Processing, 2008, France. pp.226-235, ⟨10.1007/978-3-540-69905-7_26⟩ |
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Astronomical Object Detection with a Robust Hit-or-Miss Transform16th EURASIP European Signal Processing Conference (EUSIPCO), 2008, Switzerland |
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Extraction de détecteurs d'objets urbains à partir d'une ontologieJournées Francophones Extraction et Gestion des Connaissances (EGC) Atelier Extraction de COnnaissance à partir d'Images (ECOI),, 2008, Sophia Antipolis, France |
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Automatic building extraction in VHR images using advanced morphological operatorsIEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (URBAN), 2007, France. pp.INSPEC #9702691, ⟨10.1109/URS.2007.371825⟩ |
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Extending morphological signatures for visual pattern recognitionInternational Workshop on Pattern Recognition in Information Systems (PRIS), 2007, Funchal, Portugal. pp.79-88 |
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On morphological color texture characterizationInternational Symposium on Mathematical Morphology (ISMM), 2007, Brazil. pp.153-164 |
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A basin morphology approach to colour image segmentation by region mergingAsian Conference on Computer Vision (ACCV), 2007, Japan. pp.935-944, ⟨10.1007/978-3-540-76386-4_89⟩ |
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Knowledge from markers in watershed segmentation12th International Conference on Computer Analysis of Images and Patterns (CAIP 2007), 2007, Austria. pp.579-586, ⟨10.1007/978-3-540-74272-2_72⟩ |
Pseudo-opérateurs morphologiques multivariés basés sur les extrema lexicographiques alpha-tronquésCongrès francophone ORASIS de vision par ordinateur, 2007, France |
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Segmentation par ligne de partage des eaux basée sur des connaissances texturalesColloque GRETSI sur le Traitement du Signal et des Images, 2007, Troyes, France |
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On machine learning in watershed segmentationIEEE International Workshop on Machine Learning in Signal Processing (MLSP), 2007, Greece. pp.187-192, ⟨10.1109/MLSP.2007.4414304⟩ |
Paramétrisation de méthodes de segmentation par utilisation de connaissances et approche génétiqueAtelier Extraction de COnnaissance à partir d'Images (ECOI), Journées Francophones Extraction et Gestion des Connaissances (EGC), 2007, Belgique |
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Pseudo multivariate morphological operators based on alpha-trimmed lexicographical extrema5th International Symposium on Image and Signal Processing and Analysis (ISPA), 2007, Turkey. pp.367-372, ⟨10.1109/ISPA.2007.4383721⟩ |
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Watershed Segmentation of Remotely Sensed Images Based on a Supervised Fuzzy Pixel ClassificationIEEE International Geosciences And Remote Sensing Symposium (IGARSS), 2006, United States. pp.3712-3715, ⟨10.1109/IGARSS.2006.951⟩ |
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Mathematical Morphology Applied to the Segmentation and Classification of Galaxies in Multispectral ImagesEURASIP European Signal Processing Conference (EUSIPCO), 2006, Italy |
Détection des bâtiments dans les images THRS avec la morphologie mathématiqueColloque International de Géomatique et d'Analyse Spatiale (SAGEO), 2006, France |
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Apport d'une classification non supervisée floue à la segmentation par ligne de partage des eauxColloque International de Géomatique et d'Analyse Spatiale (SAGEO), 2006, France |
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Spatial Morphological Covariance Applied to Texture ClassificationInternational Workshop on Multimedia Content Representation, Classification and Security (IWMRCS), 2006, Turkey. pp.522-529, ⟨10.1007/11848035_69⟩ |
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Extraction Multicritère de Texte Incrusté dans les Séquences VidéoJun 2004 |
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Beyond Siamese KPConv: Early Encoding and Less SupervisionNorthern Lights Deep Learning Conference (NLDL), 2024, Tromsø, Norway |
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3DMASC: accessible, explainable 3D point clouds classification. Application to bi-spectral topo-bathymetric LiDAR data.EGU General Assembly 2023, Apr 2023, Vienna, Austria. , pp.EGU23-7115, 2023, ⟨10.5194/egusphere-egu23-7115⟩ |
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Active detection for aerial surveyStatlearn'17, Apr 2017, Lyon, France |
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Next Step for Big Data Infrastructure and Analytics for the Surveillance of the Maritime Traffic from AIS & Sentinel Satellite Data StreamsBiDS' 2017 - Conference on Big Data from Space, Nov 2017, Toulouse, France. pp.1-4 |
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Observation de la mer par apprentissage profond : quelques exemples d’applications pour protéger notre bien communMer 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 |
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GeoGraph: Graph-Based Multi-view Object Detection with Geometric Cues End-to-EndComputer Vision – ECCV 2020, pp.488-504, 2020, ⟨10.1007/978-3-030-58571-6_29⟩ |
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Attribute Filtering of Urban Point Clouds Using Max-Tree on Voxel DataMathematical Morphology and Its Applications to Signal and Image Processing, pp.391-402, 2019, ⟨10.1007/978-3-030-20867-7_30⟩ |
Morphological Template Matching in Color ImagesAdvances 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⟩ |
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Color representation and processing in polar color spacesChristine 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⟩ |
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Représentation et traitement couleur dans des espaces polaires : intensité, teinte et saturationChristine 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 |
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Morphological texture description of grayscale and color imagesPeter Hawkes. Advances in Imaging and Electron Physics (vol. 169), Elsevier, pp.1-74, 2011 |
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A new approach for unsupervised classification in image segmentationFabrice 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 |
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Image features from morphological scale-spacesDacheng Tao and Dong Xu and Xuelong Li. Semantic Mining from Multimedia Databases, Idea Group Publishing, pp.32-79, 2009 |
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Multivariate mathematical morphology applied to colour image analysisChristophe Collet and Jocelyn Chanussot and Kacem Chehdi. Multivariate image processing: methods and applications, ISTE - John Wiley, pp.303-337, 2009 |
Machine Learning in Image Processing2008 |
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From Words to Wavelengths: VLMs for Few-Shot Multispectral Object Detection2026 |
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EoS-FM: Can an Ensemble of Specialist Models act as a Generalist Feature Extractor?2026 |
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FSMODNet: A Closer Look at Few-Shot Detection in Multispectral Data2026 |
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Leveraging Vector-Quantized Variational Autoencoder Inner Metrics for Anomaly Detection2022 |
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End-to-end Learning for Early Classification of Time Series2019 |
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Vehicle detection and counting from VHR satellite images: efforts and open issues2019 |
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Détection d'événements dans une séquence vidéoInterface homme-machine [cs.HC]. Université François Rabelais - Tours, 2002. Français. ⟨NNT : ⟩ |
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Approches multivaluées et supervisées en morphologie mathématique et applications en analyse d'imageInterface homme-machine [cs.HC]. Université de Strasbourg, 2009 |