+ Original articles in refereed journals and books chapters
«Shape-aware joint distribution alignment for cross-domain image segmentation»Wang, Ping, Peng, Jizong, Pedersoli, Marco, Zhou, Yuan-Feng, Zhang, Cai-Ming and Desrosiers, Christian.” |
«CAT: Constrained adversarial training for anatomically-plausible semi-supervised segmentation»Wang, Ping, Peng, Jizong, Pedersoli, Marco, Zhou, Yuan-Feng, Zhang, Cai-Ming and Desrosiers, Christian.” |
«Incremental multi-target domain adaptation for object detection with efficient domain transfer»Le Thanh Nguyen-Meidine, Madhu Kiran, Marco Pedersoli, Jose Dolz, Louis-Antoine Blais-Morin, Eric Granger” |
«Deep clustering: On the link between discriminative models and K-means»Mohammed Jabi, Marco Pedersoli, Amar Mitiche, Ismail Ben Ayed” |
«Self-paced and self-consistent co-training for semi-supervised image segmentation»Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers” |
«Automation of video-based location tracking tool for dairy cows in their housing stalls using deep learning»A. Zambelis, M. Saadati, G. M. Dallago, P. Stecko, V. Boyer, J. P. Parent, M. Pedersoli, E. Vasseur” |
«Deep co-training for semi-supervised image segmentation»Jizong Peng, Guillermo Estrada, Marco Pedersoli, Christian Desrosiers” |
«Discretely-constrained deep network for weakly supervised segmentation»Jizong Peng, Hoel Kervadec, Jose Dolz, Ismail Ben Ayed, Marco Pedersoli, Christian Desrosiers” |
«Unsupervised exemplar-based learning for improved document image classification»Sherif Abuelwafa, Marco Pedersoli, Mohamed Cheriet” |
«DeepProposals: Hunting objects and actions by cascading deep convolutional layers»Amir Ghodrati, Ali Diba, Marco Pedersoli, Tinne Tuytelaars, Luc Van Gool” |
«Factorized appearances for object detection»Josep M. Gonfaus, Marco Pedersoli, Jordi Gonzàlez, Andrea Vedaldi, F. Xavier Roca” |
«Combining where and what in change detection for unsupervised foreground learning in surveillance»Ivan Huerta, Marco Pedersoli, Jordi Gonzàlez, Albert Sanfeliu” |
«An elastic deformation field model for object detection and tracking»Marco Pedersoli, Radu Timofte, Tinne Tuytelaars, Luc Van Gool” |
«A coarse-to-fine approach for fast deformable object detection»Marco Pedersoli, Andrea Vedaldi, Jordi Gonzàlez, Xavier Roca” |
«Toward real-time pedestrian detection based on a deformable template model»Marco Pedersoli, Jordi Gonzalez, Xu Hu, Xavier Roca” |
«Efficient discriminative multiresolution cascade for real-time human detection applications»Marco Pedersoli, Jordi Gonzlez, Andrew D. Bagdanov, Xavier Roca” |
«On tracking inside groups»D. Rowe, J. Gonzalez, M. Pedersoli, J. J. Villanueva” |
«Augmented Lagrangian Adversarial Attacks»Rony, Jérôme and Granger, Eric and Pedersoli, Marco and Ayed, Ismail Ben” arXiv preprint arXiv:2011.11857 2020. |
«Temporal Stochastic Softmax for 3D CNNs: An Application in Facial Expression Recognition»Ayral, Théo and Pedersoli, Marco and Bacon, Simon and Granger, Eric” arXiv preprint arXiv łdots 2020. |
«Deep co-training for semi-supervised image segmentation»Peng, J and Estrada, G and Pedersoli, M and Desrosiers, C” Pattern Recognition 2020. |
«Pump assembly with electric drive and with mechanical drive comprising transmission means»Surace, A and Pedersoli, M” US Patent App. 16/608,658 2020. |
«Self-paced and self-consistent co-training for semi-supervised image segmentation»Wang, P and Peng, J and Pedersoli, M and Zhou, Y and Zhang, C and …” methods 2020. |
«Dual pump group with mechanical drive comprising a centrifugal clutch»Surace, A and Pedersoli, M” US Patent App. 16/642,654 2020. |
«Semi-supervised few-shot learning for medical image segmentation»Feyjie, Abdur R and Azad, Reza and Pedersoli, Marco and Kauffman, Claude and Ayed, Ismail Ben and Dolz, Jose” arXiv preprint arXiv łdots 2020. |
«A Unifying Mutual Information View of Metric Learning: Cross-Entropy vs. Pairwise Losses»Boudiaf, Malik and Rony, Jérôme and Ziko, Imtiaz Masud and Granger, Eric and Pedersoli, Marco and Piantanida, Pablo and Ayed, Ismail Ben” łdots on Computer Vision 2020. |
«(MI损失+增强一致性loss）Mutual information deep regularization for semi-supervised segmentation»Peng, Jizong and Pedersoli, Marco” Midl 2020. |
«Mutual information based deep clustering for semi-supervised segmentation»Review, Under” Medical Imaging with Deep łdots 2020. |
«Information based Deep Clustering: An experimental study»Peng, Jizong and Desrosiers, Christian and Pedersoli, Marco” arXiv preprint arXiv:1910.01665 2019. |
«Progressive Gradient Pruning for Classification, Detection and DomainAdaptation»Nguyen-Meidine, Le Thanh and Granger, Eric and Kiran, Madhu and Blais-Morin, Louis-Antoine and Pedersoli, Marco” arXiv preprint arXiv łdots 2019. |
«Unsupervised Exemplar-Based Learning for Improved Document Image Classification»Abuelwafa, Sherif and Pedersoli, Marco and Cheriet, Mohamed” IEEE Access 2019. |
«Factorized appearances for object detection»Gonfaus, Josep M. and Pedersoli, Marco and Gonzàlez, Jordi and Vedaldi, Andrea and Roca, F. Xavier” Computer Vision and Image Understanding 2015. |
«Combining where and what in change detection for unsupervised foreground learning in surveillance»Huerta, Ivan and Pedersoli, Marco and Gonzàlez, Jordi and Sanfeliu, Albert” Pattern Recognition 2015. |
«A coarse-to-fine approach for fast deformable object detection»Pedersoli, Marco and Vedaldi, Andrea and Gonzàlez, Jordi and Roca, Xavier” Pattern Recognition 2015. |
«Toward real-time pedestrian detection based on a deformable template model»Pedersoli, Marco and Gonzalez, Jordi and Hu, Xu and Roca, Xavier” IEEE Transactions on Intelligent Transportation Systems 2014. |
«An Elastic Deformation Field Model for Object Detection and Tracking»Pedersoli, Marco and Timofte, Radu and Tuytelaars, Tinne and Van Gool, Luc” International Journal of Computer Vision 2014. |
«Face detection without bells and whistles»Mathias, Markus and Benenson, Rodrigo and Pedersoli, Marco and Van Gool, Luc” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2014. |
«Exploiting Multimodal Interaction Techniques for Video-Surveillance»Castelló, Marc and Gonzàlez, Jordi and Amato, Ariel and Baiget, Pau and Fernández, Carles and Gonfaus, Josep M. and Mollineda, Ramón A. and Pedersoli, Marco and de la Blanca, Nicolás Pérez and Roca, F. Xavier” Intelligent Systems Reference Library 2013. |
«Efficient discriminative multiresolution cascade for real-time human detection applications»Pedersoli, Marco and Gonzlez, Jordi and Bagdanov, Andrew D. and Roca, Xavier” Pattern Recognition Letters 2011. |
«On importance of interactions and context in human action recognition»Shapovalova, Nataliya and Gong, Wenjuan and Pedersoli, Marco and Roca, Francesc Xavier and Gonzàlez, Jordi” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2011. |
«On importance of interactions and context in human action recognition»Shapovalova, Nataliya and Gong, Wenjuan and Pedersoli, Marco and Roca, Francesc Xavier and Gonzàlez, Jordi” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2011. |
«Recursive coarse-to-fine localization for fast object detection»Pedersoli, Marco and Gonzàlez, Jordi and Bagdanov, Andrew D. and Villanueva, Juan J.” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2010. |
«On tracking inside groups»Rowe, D. and Gonzàlez, J. and Pedersoli, M. and Villanueva, J. J.” Machine Vision and Applications 2010. |
«High-speed human detection using a multiresolution cascade of histograms of oriented gradients»Pedersoli, Marco and Gonzàlez, Jordi and Villanueva, Juan José” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2009. |
«View-invariant human action detection using component-wise HMM of body parts»Chakraborty, Bhaskar and Pedersoli, Marco and Gonzàlez, Jordi” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2008. |
«Enhancing real-time human detection based on histograms of oriented gradients»Pedersoli, Marco and Gonzàlez, Jordi and Chakraborty, Bhaskar and Villanueva, Juan J.” Advances in Soft Computing 2007. |
«Component-based Human Detection»Chakraborty, Bhaskar and Rius, Ignasi and Pedersoli, Marco and Mozerov, Mikhail” 2007. |
«Seal lubrication of an automotive water pump»Antonini, Massimo and Remino, Carlo and Faglia, Rodolfo and Pedersoli, Marco” American Society of Mechanical Engineers, Tribology Division, TRIB 2006. |
