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Designing Deep Learning-Based Tools Leveraging Production Data to Support Manufacturability Analysis
R. Siegfried, M. Villamizar, S. Devenes, R. Rey, A. Bacha, B. Morere, S. Zahno, J-M. Odobez SSRN, 2024
[PDF] [BibTex]
Towards smart pruning: ViNet, a deep-learning approach for grapevine structure estimation
T. Gentilhomme, M. Villamizar, J. Corre and J.M Odobez Computers and Electronics in Agriculture, 2023
WatchNet++: Efficient and accurate depth-based network for detecting people attacks and intrusion
M. Villamizar, A. Martinez-Gonzalez, O. Canevet and J.M Odobez Machine Vision and Applications (MVAP), 2020
[PDF] [BibTex] [Video]
Multi-scale sequential network for semantic text segmentation and localization
M. Villamizar, O. Canevet and J.M Odobez Pattern Recognition Letters (PRL), 2019
Efficient Convolutional Neural Networks for Depth-Based Multi-Person Pose Estimation
A. Martinez-Gonzalez, M. Villamizar, O. Canevet and J.M Odobez IEEE Transactions on Circuits and Systems for Video Technology, 2019
[PDF] [BibTex] [Data] [Code]
Online Learning and Detection of Faces with Low Human Supervision
M. Villamizar, A. Sanfeliu and F. Moreno-Noguer The Visual Computer Journal (TVCJ), 2018
Boosted Random Ferns for Object Detection
M. Villamizar, J. Andrade-Cetto, A. Sanfeliu and F. Moreno-Noguer IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017
[PDF] [BibTex] [Code] [Videos]
Teaching Robot's Proactive Behavior Using Human Assistance
A. Garrell, M. Villamizar, F. Moreno-Noguer and A. Sanfeliu International Journal of Social Robotics (IJSR), 2017
Interactive Multiple Object Learning with Scanty Human Supervision
M. Villamizar, A. Garrell, A. Sanfeliu and F. Moreno-Noguer Computer Vision and Image Understanding (CVIU), 2016
Random Clustering Ferns for Multimodal Object Recognition
M. Villamizar, A. Garrell, A. Sanfeliu and F. Moreno-Noguer Neural Computing and Applications (NCAA), 2016
[PDF] [BibTex] [Code]
Bootstrapping Boosted Random Ferns for Discriminative and Efficient Object Classification
M. Villamizar, J. Andrade-Cetto, A. Sanfeliu and F. Moreno-Noguer Pattern Recognition, 2012
[PDF] [BibTex] [Videos] [Code]