SV
Santiago Velasco-Forero
cs.CVcs.LGeess.SPstat.MLcs.AIcs.NEeess.IVastro-ph.GAastro-ph.IMmath.ST
On Valency
published · living versionsW_3rnwj96h·v1 · currentpublished
Multiscale Closing Index (MCI) for measuring structural similarity between 2D point sets
with Nicolò Zava, Angel Franco-Alvarez, Samy Blusseau, Maria-Jose Jimenez
1 version
W_qh3fr5tw·v1published
Preprints & journals
32 papers in the corpus · 2011–2026Graph neural networks for sampling-invariant embeddings of organized signal sets2609.35934v1 · Martin Bauw, Santiago Velasco-Forero (CMM), Jesus Angulo (CMA)2026 · 0 citationsarXiv
High-Resolution Range Profile Classifiers Require Aspect-Angle Awareness2603.00087v2 · Edwyn Brient, Santiago Velasco-Forero (CMM), Rami Kassab2026 · 0 citationsarXiv
MFN Decomposition and Related Metrics for High-Resolution Range Profiles Generative Models2602.13296v1 · Edwyn Brient (CMM), Santiago Velasco-Forero (CMM), Rami Kassab2026 · 0 citations2025 IEEE Radar Conference (RadarConf25), Oct 2025, Krakow, Poland. pp.1-6
Conditional Generative Models for High-Resolution Range Profiles: Capturing Geometry-Driven Trends in a Large-Scale Maritime Dataset2602.13297v1 · Edwyn Brient (CMM), Santiago Velasco-Forero (CMM), Rami Kassab2026 · 0 citationsarXiv
LmPT: Conditional Point Transformer for Anatomical Landmark Detection on 3D Point Clouds2602.02808v1 · Matteo Bastico, Pierre Onghena, David Ryckelynck et al.2026 · 0 citations2026 IEEE International Symposium on Biomedical Imaging (ISBI)
Approximating Condorcet Ordering for Vector-valued Mathematical Morphology2509.06577v1 · Marcos Eduardo Valle, Santiago Velasco-Forero, Joao Batista Florindo et al.2025 · 0 citationsarXiv
MorphoSkel3D: Morphological Skeletonization of 3D Point Clouds for Informed Sampling in Object Classification and Retrieval2501.12974v1 · Pierre Onghena, Santiago Velasco-Forero, Beatriz Marcotegui2025 · 2 citationsarXiv
Adapting the Hypersphere Loss Function from Anomaly Detection to Anomaly Segmentation2301.09602v2 · Joao P. C. Bertoldo, Santiago Velasco-Forero, Jesus Angulo et al.2023 · 0 citationsarXiv
Moving Frame Net: SE(3)-Equivariant Network for Volumes2211.03420v1 · Mateus Sangalli (CMM), Samy Blusseau (CMM), Santiago Velasco-Forero (CMM) et al.2022 · 2 citationsSymmetry and Geometry in Neural Representations (NeurReps), Dec 2022, New Orleans, United States
Scale Equivariant U-Net2210.04508v1 · Mateus Sangalli (CMM), Samy Blusseau (CMM), Santiago Velasco-Forero (CMM) et al.2022 · 4 citations33rd British Machine Vision Conference, Nov 2022, Londres, United Kingdom
Morphological adjunctions represented by matrices in max-plus algebra for signal and image processing2207.13926v2 · Samy Blusseau (CMM, PSL), Santiago Velasco-Forero (CMM et al.2022 · 3 citationsDGMM 2022, IAPR Second International Conference on Discrete Geometry and Mathematical Morphology, Oct 2022, Strasbourg, France
Fully trainable Gaussian derivative convolutional layer2207.08424v1 · Valentin Penaud--Polge (CMM), Santiago Velasco-Forero (CMM), Jesus Angulo (CMM)2022 · 1 citation29th IEEE International Conference on Image Processing (IEEE ICIP), Oct 2022, Bordeaux, France
MorphoActivation: Generalizing ReLU activation function by mathematical morphology2207.06413v1 · Santiago Velasco-Forero (CMM), Jes'us Angulo (CMM)2022 · 8 citationsInternational Conference on Discrete Geometry and Mathematical Morphology, Oct 2022, Strasbourg, France
Differential invariants for SE(2)-equivariant networks2206.13279v2 · Mateus Sangalli (CMM), Samy Blusseau (CMM), Santiago Velasco-Forero (CMM) et al.2022 · 0 citations29th IEEE International Conference on Image Processing (IEEE ICIP), Oct 2022, Bordeaux, France
Near out-of-distribution detection for low-resolution radar micro-Doppler signatures2205.07869v2 · Martin Bauw, Santiago Velasco-Forero, Jesus Angulo et al.2022 · 6 citationsarXiv
Paris-CARLA-3D: A Real and Synthetic Outdoor Point Cloud Dataset for Challenging Tasks in 3D Mapping2111.11348v1 · Jean-Emmanuel Deschaud, David Duque, Jean Pierre Richa et al.2021 · 72 citationsarXiv
ICLR 2021 Challenge for Computational Geometry & Topology: Design and Results2108.09810v2 · Nina Miolane, Matteo Caorsi, Umberto Lupo et al.2021 · 0 citationsarXiv
From Unsupervised to Semi-supervised Anomaly Detection Methods for HRRP Targets2106.11168v1 · Martin Bauw, Santiago Velasco-Forero, Jesus Angulo et al.2021 · 18 citationsarXiv
Deep Random Projection Outlyingness for Unsupervised Anomaly Detection2106.15307v2 · Martin Bauw, Santiago Velasco-Forero, Jesus Angulo et al.2021 · 3 citationsarXiv
Scale Equivariant Neural Networks with Morphological Scale-Spaces2105.01335v1 · Mateus Sangalli (CMM), Samy Blusseau (CMM), Santiago Velasco-Forero (CMM) et al.2021 · 1 citationIAPR International Conference on Discrete Geometry and Mathematical Morphology (DGMM), 2021, May 2021, Uppsala, Sweden
Road Segmentation on low resolution Lidar point clouds for autonomous vehicles2005.13102v1 · Leonardo Gigli, B Ravi Kiran, Thomas Paul et al.2020 · 11 citationsarXiv
Dealing with Topological Information within a Fully Convolutional Neural Network1906.11600v1 · Etienne Decenciere, Santiago Velasco-Forero, Fu Min et al.2019 · 5 citationsAdvanced Concepts for Intelligent Vision Systems. ACIVS 2018. Lecture Notes in Computer Science, vol 11182. Springer, Cham
Part-based approximations for morphological operators using asymmetric auto-encoders1904.00763v2 · Bastien Ponchon (CMM, LTCI), Santiago Velasco-Forero (CMM) et al.2019 · 2 citationsInternational Symposium on Mathematical Morphology, Jul 2019, Saarbr{\"u}cken, Germany
Max-plus Operators Applied to Filter Selection and Model Pruning in Neural Networks1903.08072v2 · Yunxiang Zhang (CMM, LTCI), Samy Blusseau (CMM) et al.2019 · 26 citationsInternational Symposium on Mathematical Morphology, Jul 2019, Saarbr{\"u}cken, Germany
Manipulating the Alpha Level Cannot Cure Significance Testing.29867666 · Trafimow, David, Amrhein, Valentin, Areshenkoff, Corson N et al.2024 · 99 citationsFrontiers in psychology. 2018;9:699
Segmentation hiérarchique faiblement supervisée1802.07008v1 · Amin Fehri (CMM), Santiago Velasco-Forero (CMM), Fernand Meyer (CMM)2018 · 1 citation26e colloque GRETSI, Sep 2017, Juan-les-Pins, France
The Strong Gravitational Lens Finding Challenge1802.03609v3 · R. Benton Metcalf, M. Meneghetti, Camille Avestruz et al.2018 · 152 citationsA&A 625, A119 (2019)
Deep learning for galaxy surface brightness profile fitting1711.03108v2 · D. Tuccillo, M. Huertas-Company, E. Decenciere et al.2017 · 92 citationsarXiv
Prior-based Hierarchical Segmentation Highlighting Structures of Interest1703.03196v1 · Amin Fehri (CMM), Santiago Velasco-Forero (CMM), Fernand Meyer (CMM)2017 · 7 citationsarXiv
Deep learning for studies of galaxy morphology1701.05917v1 · D. Tuccillo, M. Huertas-Company, E. Decenciere et al.2017 · 15 citationsarXiv
Automatic Selection of Stochastic Watershed Hierarchies1609.02715v1 · Amin Fehri (CMM), Santiago Velasco-Forero (CMM), Fernand Meyer (CMM)2016 · 0 citationsarXiv
Supervised ordering in IRp: application to morphological processing of hyperspectral images.21518665 · Velasco-Forero, Santiago, Angulo, Jesus2012 · 75 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2011;20(11):3301-8
Career total: 163 works. 32 are in this corpus.
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