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+ Original articles in refereed journals and books chapters
«Privileged knowledge distillation for dimensional emotion recognition in the wild»Aslam, Muhammad Haseeb, Osama Zeeshan, Muhammad, Pedersoli, Marco, Koerich, Alessandro L., Bacon, Simon and Granger, Eric.” |
«Cascaded zoom-in detector for high resolution aerial images»Meethal, Akhil, Granger, Eric and Pedersoli, Marco.” |
«Negative evidence matters in interpretable histology image classification»Belharbi, Soufiane, Pedersoli, Marco, Ben Ayed, Ismail, McCaffrey, Luke and Granger, Éric.” |
«OCR-VQGAN: Taming text-within-image generation»Rodriguez, Juan A., Vazquez, David, Laradji, Issam, Pedersoli, Marco and Rodriguez, Pau.” |
«Camera alignment and weighted contrastive learning for domain adaptation in video person ReID»Mekhazni, Djebril, Dufau, Maximilien, Desrosiers, Christian, Pedersoli, Marco and Granger, Eric.” |
«Discriminative sampling of proposals in self-supervised transformers for weakly supervised object localization»Murtaza, Shakeeb, Belharbi, Soufiane, Pedersoli, Marco, Sarraf, Aydin and Granger, Eric.” |
«Privacy-preserving person detection using low-resolution infrared cameras»Dubail, Thomas, Guerrero Peña, Fidel Alejandro, Medeiros, Heitor Rapela, Aminbeidokhti, Masih, Granger, Eric and Pedersoli, Marco.” |
«Semi-weakly supervised object detection by sampling pseudo ground-truth boxes»Meethal, Akhil, Pedersoli, Marco, Zhu, Zhongwen, Romero, Francisco Perdigon and Granger, Eric.” |
«F-CAM: Full resolution class activation maps via guided parametric upscaling»Soufiane Belharbi, Aydin Sarraf, Marco Pedersoli, Ismail Ben Ayed, Luke McCaffrey, Eric Granger” |
«A joint cross-attention model for audio-visual fusion in dimensional emotion recognition»R. G. Praveen, W. C. de Melo, N. Ullah, H. Aslam, O. Zeeshan, T. Denorme, M. Pedersoli, A. L. Koerich, S. Bacon, P. Cardinal, E. Granger” |
«Temporal stochastic softmax for 3D CNNs : An application in facial expression recognition»Theo Ayral, Marco Pedersoli, Simon Bacon, Eric Granger” |
«On the texture bias for few-shot CNN segmentation»Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz” |
«Learning data augmentation with online bilevel optimization for image classification»Saypraseuth Mounsaveng, Issam Laradji, Ismail Ben Ayed, David Vazquez, Marco Pedersoli” |
«Self-paced contrastive learning for semi-supervised medical image segmentation with meta-labels»Jizong Peng, Ping Wang, Christian Desrosiers, Marco Pedersoli” |
«Augmented Lagrangian Adversarial Attacks»Jerome Rony, Eric Granger, Marco Pedersoli, Ismail Ben Ayed” |
«RADARSAT-2 Synthetic-Aperture radar land cover segmentation using deep convolutional neural networks»Mirmohammad Saadati, Marco Pedersoli, Patrick Cardinal, Peter Oliver” |
«Context-aware virtual adversarial training for anatomically-plausible segmentation»Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers” |
«A unifying mutual information view of metric learning: Cross-entropy vs. Pairwise losses»Malik Boudiaf, Jérôme Rony, Imtiaz Masud Ziko, Eric Granger, Marco Pedersoli, Pablo Piantanida, Ismail Ben Ayed” |
«Convolutional STN for weakly supervised object localization»Akhil Meethal, Marco Pedersoli, Soufiane Belharbi, Eric Granger” |
«Progressive gradient pruning for classification, detection and domain adaptation»Le Thanh Nguyen-Meidine, Eric Granger, Madhu Kiran, Marco Pedersoli, Louis-Antoine Blais-Morin” |
«Mutual information deep regularization for semi-supervised segmentation»Jizong Peng, Marco Pedersoli, Christian Desrosiers” |
«Emotion recognition with spatial attention and temporal softmax pooling»Masih Aminbeidokhti, Marco Pedersoli, Patrick Cardinal, Eric Granger” |
«An attention model for group-level emotion recognition»Aarush Gupta, Dakshit Agrawal, Hardik Chauhan, Jose Dolz, Marco Pedersoli” |
«DC-SegNet: a discretely constrained deep network for weakly supervised segmentation»Jizong Peng, Christian Desrosiers, Marco Pedersoli” |
«Areas of attention for image captioning»Marco Pedersoli, Thomas Lucas, Cordelia Schmid, Jakob Verbeek” |
«Towards automatic image editing: learning to see another you»Amir Ghodrati, Xu Jia, Marco Pedersoli, Tinne Tuytelaars” |
«Weakly supervised object detection with convex clustering»Hakan Bilen, Marco Pedersoli, Tinne Tuytelaars” |
«Deepproposal: Hunting objects by cascading deep convolutional layers»Amir Ghodrati, Ali Diba, Marco Pedersoli, Tinne Tuytelaars, Luc Van Gool” |
«Swap retrieval: Retrieving images of cats when the query shows a dog»Amir Ghodrati, Xu Jia, Marco Pedersoli, Tinne Tuytelaars” |
«Learning where to position parts in 3D»Marco Pedersoli, Tinne Tuytelaars” |
«Object classification with adaptable regions»Hakan Bilen, Marco Pedersoli, Vinay P. Namboodiri, Tinne Tuytelaars, Luc Van Gool” |
«Weakly supervised object detection with posterior regularization»Hakan Bilen, Marco Pedersoli, Tinne Tuytelaars” |
«Coupling video segmentation and action recognition»Amir Ghodrati, Marco Pedersoli, Tinne Tuytelaars” |
«Is 2D information enough for viewpoint estimation?»Amir Ghodrati, Marco Pedersoli, Tinne Tuytelaars” |
«Face detection without bells and whistles»Markus Mathias, Marco Pedersoli, Luc Van Gool, Rodrigo Benenson, Luc Van Gool” |
«A scalable 3D HOG model for fast object detection and viewpoint estimation»Marco Pedersoli, Tinne Tuytelaars” |
«Using a deformation field model for localizing faces and facial points under weak supervision»Marco Pedersoli, Tinne Tuytelaars, Luc Van Gool” |
«A coarse-to-fine approach for fast deformable object detection»Marco Pedersoli, Andrea Vedaldi, Jordi Gonzàlez” |
«On importance of interactions and context in human action recognition»Nataliya Shapovalova, Wenjuan Gong, Marco Pedersoli, Francesc Xavier Roca, Jordi Gonzàlez” |
«Recursive coarse-to-fine localization for fast object detection»Marco Pedersoli, Jordi Gonzàlez, Andrew D. Bagdanov, Juan J. Villanueva” |
«High-speed human detection using a multiresolution cascade of histograms of oriented gradients»Marco Pedersoli, Jordi Gonzalez, Juan Jose Villanueva” |
«View-invariant human action detection using component-wise HMM of body parts»Bhaskar Chakraborty, Marco Pedersoli, Jordi Gonzalez” |
«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. |
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