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Santiago Velasco-Forero
96
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GenHarris-ResNet: A Rotation Invariant Neural Network Based on Elementary Symmetric PolynomialsScale Space and Variational Methods in Computer Vision, May 2023, Santa Margherita di Pula, Italy. pp.149-161, ⟨10.1007/978-3-031-31975-4_12⟩
Conference papers
hal-04117649v1
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Moving Frame Net: SE(3)-Equivariant Network for VolumesNeurIPS Workshop on Symmetry and Geometry in Neural Representations (NeurReps), Dec 2022, New Orleans, United States
Conference papers
hal-03839458v1
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DIFFERENTIAL INVARIANTS FOR SE(2)-EQUIVARIANT NETWORKS29th IEEE International Conference on Image Processing (IEEE ICIP), Oct 2022, Bordeaux, France
Conference papers
hal-03703287v2
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FULLY TRAINABLE GAUSSIAN DERIVATIVE CONVOLUTIONAL LAYER29th IEEE International Conference on Image Processing (IEEE ICIP), Oct 2022, Bordeaux, France
Conference papers
hal-03722767v1
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DARTBOARD BASED GROUND DETECTION ON 3D POINT CLOUDXXIV ISPRS Congress, Jun 2022, Nice, France. pp.185-192
Conference papers
hal-04028693v1
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MorphoActivation: Generalizing ReLU activation function by mathematical morphologyInternational Conference on Discrete Geometry and Mathematical Morphology, Oct 2022, Strasbourg, France
Conference papers
hal-03721056v1
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Morphological adjunctions represented by matrices in max-plus algebra for signal and image processingDGMM 2022, IAPR Second International Conference on Discrete Geometry and Mathematical Morphology, Oct 2022, Strasbourg, France
Conference papers
hal-03738665v2
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Fixed Point Layers for Geodesic Morphological OperationsBritish Machine Vision Conference, Nov 2022, London, United Kingdom
Conference papers
hal-03805667v1
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Scale Equivariant U-Net33rd British Machine Vision Conference, Nov 2022, Londres, United Kingdom
Conference papers
hal-03805743v1
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End-to-End Similarity Learning and Hierarchical Clustering for unfixed size datasets5th conference on Geometric Science of Information, Jul 2021, Paris, France
Conference papers
hal-03228070v1
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Scale Equivariant Neural Networks with Morphological Scale-SpacesIAPR International Conference on Discrete Geometry and Mathematical Morphology (DGMM), 2021, May 2021, Uppsala, Sweden
Conference papers
hal-03213645v1
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Measuring the Irregularity of Vector-Valued Morphological Operators using Wasserstein MetricIAPR International Conference on Discrete Geometry and Mathematical Morphology, May 2021, Uppsala (virtual event), Sweden
Conference papers
hal-03221651v1
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Mathematical morphology meets Deep Learning13th European Congress for Stereology and Image Analysis (ECSIA), Jun 2021, Saint-Étienne, France
Conference papers
hal-03355356v1
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On power Jaccard losses for semantic segmentationVISAPP 2021 : 16th International Conference on Computer Vision Theory and Applications, Feb 2021, Vienne (on line), Austria
Conference papers
hal-03139997v1
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NNAKF: A NEURAL NETWORK ADAPTED KALMAN FILTER FOR TARGET TRACKINGICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto, France. pp.4075-4079, ⟨10.1109/ICASSP39728.2021.9414681⟩
Conference papers
hal-03463046v1
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From unsupervised to semi-supervised anomaly detection methods for HRRP targets2020 IEEE Radar Conference (RadarConf20), Università di Pisa, Sep 2020, Florence, Italy. pp.1-6, ⟨10.1109/RadarConf2043947.2020.9266497⟩
Conference papers
hal-03076384v1
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Road Segmentation on low resolution Lidar point clouds for autonomous vehiclesXXIV International Society for Photogrammetry and Remote Sensing Congress, Aug 2020, Nice, France
Conference papers
hal-02909741v1
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A new color augmentation method for deep learning segmentation of histological images2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI), Apr 2019, Venise, France
Conference papers
hal-02167903v1
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A graph-based color lines model for image analysisInternational Conference on Image Analysis and Processing, Sep 2019, Trento, Italy. ⟨10.1007/978-3-030-30645-8_17⟩
Conference papers
hal-02182477v2
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Pruning neural networks thanks to morphological layers15th International Congress for Stereology and Image Analysis, 2019, Aarhus, Denmark. pp.17
Conference papers
hal-02288078v1
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Part-based approximations for morphological operators using asymmetric auto-encodersInternational Symposium on Mathematical Morphology, Jul 2019, Saarbrücken, Germany
Conference papers
hal-02071470v2
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On approximating mathematical morphology operators via deep learning techniques15th International Congress for Stereology and Image Analysis, 2019, Aarhus, Denmark. pp.51
Conference papers
hal-02288566v1
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Max-plus Operators Applied to Filter Selection and Model Pruning in Neural NetworksInternational Symposium on Mathematical Morphology, Jul 2019, Saarbrücken, Germany
Conference papers
hal-02071450v2
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Characterizing Images by the Gromov-Hausdorff Distances Between Derived HierarchiesInternational Conference on Image Processing (ICIP), Oct 2018, Athens, Greece
Conference papers
hal-01823866v1
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Dealing with Topological Information within a Fully Convolutional Neural NetworkAdvanced Concepts for Intelligent Vision Systems (ACIVS), Sep 2018, Poitiers, France
Conference papers
hal-01877624v1
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ON MINIMUM SPANNING TREE STREAMING FOR IMAGE ANALYSIS25th IEEE International Conference on Image Processing (ICIP 2018), IEEE, Oct 2018, Athènes, Greece. ⟨10.1109/ICIP.2018.8451715⟩
Conference papers
hal-01985579v1
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TROPICAL AND MORPHOLOGICAL OPERATORS FOR SIGNALS ON GRAPHS2018 25th IEEE International Conference on Image Processing (ICIP), Oct 2018, Athens, Greece. ⟨10.1109/ICIP.2018.8451395⟩
Conference papers
hal-01799029v2
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SHREC'17 Track: Point-Cloud Shape Retrieval of Non-Rigid Toys10th Eurographics workshop on 3D Object retrieval, Apr 2017, Lyon, France. pp.1 - 11
Conference papers
hal-01500459v1
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Shrec'17 Track: Retrieval of surfaces with similar relief patterns10th Eurographics Workshop on 3D Object Retrieval, Apr 2017, Lyon, France
Conference papers
hal-01500436v1
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Prior-based Hierarchical Segmentation Highlighting Structures of InterestInternational Symposium on Mathematical Morphology, May 2017, Fontainebleau, France
Conference papers
hal-01484281v1
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Segmentation hiérarchique faiblement supervisée26e colloque GRETSI, Sep 2017, Juan-les-Pins, France
Conference papers
hal-01711811v1
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Morphological Semigroups and Scale-Spaces on Ultrametric Spaces13th International Symposium on Mathematical Morphology and Its Applications to Signal and Image Processing, May 2017, Fontainebleau, France. pp.28-39, ⟨10.1007/978-3-319-57240-6_3⟩
Conference papers
hal-01536368v1
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Automatic Selection of Stochastic Watershed HierarchiesEuropean Conference of Signal Processing (EUSIPCO), 2016, Budapest, Hungary
Conference papers
hal-01361512v1
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Deep learning for studies of galaxy morphologyIAU Symposium 325 on Astroinformatics, Oct 2016, Sorrente, Italy. pp.191 - 196, ⟨10.1017/S1743921317000552⟩
Conference papers
hal-01535506v1
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A Bayesian Approach to Linear Unmixing in the Presence of Highly Mixed SpectraAdvanced Concepts for Intelligent Vision Systems: 17th International Conference, ACIVS 2016, Oct 2016, Leecy, Italy. pp.263--274, ⟨10.1007/978-3-319-48680-2_24⟩
Conference papers
hal-01425738v1
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Shrec'16 Track: Retrieval of Human Subjects from Depth Sensor DataEurographics Workshop on 3D Object Retrieval, Eurographics, May 2016, Lisbon, Portugal. pp.1-6
Conference papers
hal-01314067v1
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Inner-Cheeger Opening and ApplicationsMathematical Morphology and Its Applications to Signal and Image Processing, May 2015, Reykjavik, Iceland. ⟨10.1007/978-3-319-18720-4_7⟩
Conference papers
hal-01250280v1
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Nonlinear operators on graphs via stacksGeometric Science of Information, Oct 2015, Palaiseau, France. pp.654-663, ⟨10.1007/978-3-319-25040-3_70⟩
Conference papers
hal-01110976v1
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Objects co-segmentation: Propagated from simpler imagesAcoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on, Apr 2015, South Brisbane, Australia. ⟨10.1109/ICASSP.2015.7178257⟩
Conference papers
hal-01250264v1
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Robust anomaly detection in hyperspectral imagingIGARSS 2014 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2014, Québec, Canada. ⟨10.1109/IGARSS.2014.6947518⟩
Conference papers
hal-01010418v1
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Mathematical Morphology for Real-Valued Images on Riemannian Manifolds11th International Symposium, ISMM 2013, May 2013, Uppsala, Sweden. pp.279-291, ⟨10.1007/978-3-642-38294-9_24⟩
Conference papers
hal-00834667v1
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Stochastic Morphological Filtering and Bellman-Maslov Chains11th International Symposium, ISMM 2013, May 2013, Uppsala, Sweden. pp.171-182, ⟨10.1007/978-3-642-38294-9_15⟩
Conference papers
hal-00834635v1
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On Nonlocal Mathematical Morphology11th International Symposium, ISMM 2013, May 2013, Uppsala, Sweden. pp.219-230, ⟨10.1007/978-3-642-38294-9_19⟩
Conference papers
hal-00834641v1
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Sparse mathematical morphology using non-negative matrix factorization10th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing, ISMM 2011, Jul 2011, Verbania-Intra, Italy. pp.1-12, ⟨10.1007/978-3-642-21569-8_1⟩
Conference papers
hal-00658963v1
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Geodesic Depth For Description, Retrieval Of 2D/3D Shapes13th International Congress of Stereology (ICS-13), Oct 2011, Pekin, China
Conference papers
hal-00903863v1
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MORPHOLOGICAL SNOWFLAKES FOR ROBUST NONLINEAR FILTERINGICS, Oct 2011, China
Conference papers
hal-00904221v1
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Mathematical morphology for vector images using statistical depth10th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing, ISMM 2011, Jul 2011, Verbania-Intra, Italy. pp.355-366, ⟨10.1007/978-3-642-21569-8_31⟩
Conference papers
hal-00658951v1
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Spatial Structures Detection In Hyperspectral Images Using Mathematical MorphologyIEEE 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'2010), Jun 2010, Reykjavik, Iceland. pp.1-4
Conference papers
hal-00904100v1
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Hit-or-miss transform in multivariate images12th International Conference on Advanced Concepts for Intelligent Vision Systems, ACIVS 2010, Dec 2010, Sydney, Australia. pp.452-463, ⟨10.1007/978-3-642-17688-3_42⟩
Conference papers
hal-00834487v1
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Morphological Processing of Hyperspectral Images Using Kriging-Based Supervised Ordering17th IEEE International Conference on Image Processing (ICIP), Sep 2010, Hong-Kong, Hong Kong SAR China. pp.1409-1412, ⟨10.1109/ICIP.2010.5651305⟩
Conference papers
hal-00834434v1
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Statistical Shape Modeling Using Morphological Representations20th International Conference on Pattern Recognition (ICPR), Aug 2010, Istanbul, Turkey. pp.3537-3540, ⟨10.1109/ICPR.2010.863⟩
Conference papers
hal-00834442v1
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Semi-Supervised Hyperspectral Image Segmentation Using Regionalized Stochastic WatershedAlgorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XVI, May 2010, Orlando, United States. 12 p., ⟨10.1117/12.850187⟩
Conference papers
hal-00834482v1
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Parameters Selection Of Morphological Scale-Space Decomposition For Hyperspectral Images Using Tensor ModelingAlgorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XVI, May 2010, Orlando, United States. 12 p., ⟨10.1117/12.850171⟩
Conference papers
hal-00834484v1
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Structurally adaptive mathematical morphology on nonlinear scale-space representations17th IEEE International Conference on Image Processing (ICIP), Sep 2010, Hong-Kong, Hong Kong SAR China. pp.121-124, ⟨10.1109/ICIP.2010.5651969⟩
Conference papers
hal-00834432v1
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Multiscale stochastic watershed for unsupervised hyperspectral image segmentationIGARSS 2009 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2009, Le Cap, South Africa. pp.93-96, ⟨10.1109/IGARSS.2009.5418095⟩
Conference papers
hal-00449454v1
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Morphological scale-space for hyperspectral images and dimensionality exploration using tensor modelingHyperspectral Image and Signal Processing: Evolution in Remote Sensing:, Aug 2009, Grenoble, France. pp.1 - 4, ⟨10.1109/WHISPERS.2009.5289059⟩
Conference papers
hal-00458687v1
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Morphological image distances for hyperspectral dimensionality exploration using Kernel-PCA and ISOMAPIGARSS 2009 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2009, Le Cap, South Africa. pp.III-109 - III-112, ⟨10.1109/IGARSS.2009.5418063⟩
Conference papers
hal-00904096v1
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Morphological processing of univariate Gaussian distribution-valued images based on Poincaré upper-half plane representationFrank Nielsen. Geometric Theory of Information, Springer International Publishing, pp.331-366, 2014, Signals and Communication Technology, 978-3-319-05316-5. ⟨10.1007/978-3-319-05317-2_12⟩
Book sections
hal-00795012v3
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Vector ordering and multispectral morphological image processingVector Ordering and Multispectral Morphological Image Processing, 11, pp.223-239, 2014, Advances in Low-Level Color Image Processing, ⟨10.1007/978-94-007-7584-8_7⟩
Book sections
hal-01110207v1
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PROCEDE DE RECONSTITUTION AUTOMATIQUE DE L’ARCHITECTURE DU RENFORT D’UN MATERIAU COMPOSITEFrance, N° de brevet: FR3104301B1. 2021
Patents
hal-03533364v1
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Instance segmentation of 3D woven fabric from tomography images by Deep Learning and morphological pseudo-labeling2022
Preprints, Working Papers, ...
hal-03345132v2
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Near out-of-distribution detection for low-resolution radar micro-Doppler signatures2022
Preprints, Working Papers, ...
hal-03660033v2
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ICLR 2021 Challenge for Computational Geometry & Topology: Design and Results2021
Preprints, Working Papers, ...
hal-03505132v1
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From Unsupervised to Semi-supervised Anomaly Detection Methods for HRRP Targets2021
Preprints, Working Papers, ...
hal-03254510v1
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Deep Random Projection Outlyingness for Unsupervised Anomaly Detection2021
Preprints, Working Papers, ...
hal-03203686v2
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Topics in mathematical morphology for multivariate imagesGeneral Mathematics [math.GM]. Ecole Nationale Supérieure des Mines de Paris, 2012. English. ⟨NNT : 2012ENMP0086⟩
Theses
pastel-00820581v1
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Contributions to Mathematical MorphologySignal and Image processing. Institut Polytechnique de Paris, 2022
Habilitation à diriger des recherches
tel-03847542v1
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