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A Deep Learning Localization Method for Measuring Abdominal Muscle Dimensions in Ultrasound Images


Sep 30, 2021
Alzayat Saleh, Issam H. Laradji, Corey Lammie, David Vazquez, Carol A Flavell, Mostafa Rahimi Azghadi

* 9 pages, 8 figures, 1 tables, Accepted for Publication in the IEEE Journal of Biomedical and Health Informatics (J-BHI) 25-May-2021 

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SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction


Aug 21, 2021
Issam Laradji, Pau Rodríguez, David Vazquez, Derek Nowrouzezahrai


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Touch-based Curiosity for Sparse-Reward Tasks


Apr 01, 2021
Sai Rajeswar, Cyril Ibrahim, Nitin Surya, Florian Golemo, David Vazquez, Aaron Courville, Pedro O. Pinheiro


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Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data


Mar 30, 2021
Oscar Mañas, Alexandre Lacoste, Xavier Giro-i-Nieto, David Vazquez, Pau Rodriguez


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Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations


Mar 18, 2021
Pau Rodriguez, Massimo Caccia, Alexandre Lacoste, Lee Zamparo, Issam Laradji, Laurent Charlin, David Vazquez


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Knowledge Hypergraph Embedding Meets Relational Algebra


Feb 18, 2021
Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole


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Counting Cows: Tracking Illegal Cattle Ranching From High-Resolution Satellite Imagery


Nov 14, 2020
Issam Laradji, Pau Rodriguez, Freddie Kalaitzis, David Vazquez, Ross Young, Ed Davey, Alexandre Lacoste


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Affinity LCFCN: Learning to Segment Fish with Weak Supervision


Nov 06, 2020
Issam Laradji, Alzayat Saleh, Pau Rodriguez, Derek Nowrouzezahrai, Mostafa Rahimi Azghadi, David Vazquez


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CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions


Sep 14, 2020
Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodriguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vazquez, German I. Parisi, Nikhil Churamani, Marc Pickett, Issam Laradji, Davide Maltoni

* Pre-print v1: 12 pages, 3 figures, 8 tables 

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A Realistic Fish-Habitat Dataset to Evaluate Algorithms for Underwater Visual Analysis


Aug 28, 2020
Alzayat Saleh, Issam H. Laradji, Dmitry A. Konovalov, Michael Bradley, David Vazquez, Marcus Sheaves

* 10 pages, 5 figures, 3 tables, Accepted for Publication in Scientific Reports (Nature) 14 August 2020 

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A Weakly Supervised Region-Based Active Learning Method for COVID-19 Segmentation in CT Images


Jul 07, 2020
Issam Laradji, Pau Rodriguez, Frederic Branchaud-Charron, Keegan Lensink, Parmida Atighehchian, William Parker, David Vazquez, Derek Nowrouzezahrai


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A Weakly Supervised Consistency-based Learning Method for COVID-19 Segmentation in CT Images


Jul 07, 2020
Issam Laradji, Pau Rodriguez, Oscar Mañas, Keegan Lensink, Marco Law, Lironne Kurzman, William Parker, David Vazquez, Derek Nowrouzezahrai


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LOOC: Localize Overlapping Objects with Count Supervision


Jul 03, 2020
Issam H. Laradji, Rafael Pardinas, Pau Rodriguez, David Vazquez


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Learning Data Augmentation with Online Bilevel Optimization for Image Classification


Jun 25, 2020
Saypraseuth Mounsaveng, Issam Laradji, Ismail Ben Ayed, David Vazquez, Marco Pedersoli


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Pix2Shape: Towards Unsupervised Learning of 3D Scenes from Images using a View-based Representation


Apr 17, 2020
Sai Rajeswar, Fahim Mannan, Florian Golemo, Jérôme Parent-Lévesque, David Vazquez, Derek Nowrouzezahrai, Aaron Courville

* International Journal of Computer Vision, (2020), 1-16 
* This is a pre-print of an article published in International Journal of Computer Vision. The final authenticated version is available online at: https://doi.org/10.1007/s11263-020-01322-1 

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Pix2Shape -- Towards Unsupervised Learning of 3D Scenes from Images using a View-based Representation


Mar 23, 2020
Sai Rajeswar, Fahim Mannan, Florian Golemo, Jérôme Parent-Lévesque, David Vazquez, Derek Nowrouzezahrai, Aaron Courville

* International Journal of Computer Vision, (2020), 1-16 
* This is a pre-print of an article published in International Journal of Computer Vision. The final authenticated version is available online at: https://doi.org/10.1007/s11263-020-01322-1 

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Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning


Mar 12, 2020
Massimo Caccia, Pau Rodriguez, Oleksiy Ostapenko, Fabrice Normandin, Min Lin, Lucas Caccia, Issam Laradji, Irina Rish, Alexande Lacoste, David Vazquez, Laurent Charlin


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Slanted Stixels: A way to represent steep streets


Oct 02, 2019
Daniel Hernandez-Juarez, Lukas Schneider, Pau Cebrian, Antonio Espinosa, David Vazquez, Antonio M. Lopez, Uwe Franke, Marc Pollefeys, Juan C. Moure

* IJCV 2019 
* Journal preprint (published in IJCV 2019: https://link.springer.com/article/10.1007/s11263-019-01226-9). arXiv admin note: text overlap with arXiv:1707.05397 

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Adversarial Learning of General Transformations for Data Augmentation


Sep 21, 2019
Saypraseuth Mounsaveng, David Vazquez, Ismail Ben Ayed, Marco Pedersoli


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Fourier-CPPNs for Image Synthesis


Sep 20, 2019
Mattie Tesfaldet, Xavier Snelgrove, David Vazquez

* Accepted at ICCV Workshops '19 

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Class-Based Styling: Real-time Localized Style Transfer with Semantic Segmentation


Aug 30, 2019
Lironne Kurzman, David Vazquez, Issam Laradji


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Where are the Masks: Instance Segmentation with Image-level Supervision


Jul 02, 2019
Issam H. Laradji, David Vazquez, Mark Schmidt

* Accepted at BMVC2019 

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Instance Segmentation with Point Supervision


Jun 14, 2019
Issam H. Laradji, Negar Rostamzadeh, Pedro O. Pinheiro, David Vazquez, Mark Schmidt


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Knowledge Hypergraphs: Extending Knowledge Graphs Beyond Binary Relations


Jun 01, 2019
Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole


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Context-Aware Visual Compatibility Prediction


Feb 12, 2019
Guillem Cucurull, Perouz Taslakian, David Vazquez


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Where are the Blobs: Counting by Localization with Point Supervision


Jul 25, 2018
Issam H. Laradji, Negar Rostamzadeh, Pedro O. Pinheiro, David Vazquez, Mark Schmidt


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The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation


Oct 31, 2017
Simon Jégou, Michal Drozdzal, David Vazquez, Adriana Romero, Yoshua Bengio


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From Virtual to Real World Visual Perception using Domain Adaptation -- The DPM as Example


Dec 29, 2016
Antonio M. Lopez, Jiaolong Xu, Jose L. Gomez, David Vazquez, German Ros

* Invited book chapter to appear in "Domain Adaptation in Computer Vision Applications", Springer Series: Advances in Computer Vision and Pattern Recognition, Edited by Gabriela Csurka 

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PixelVAE: A Latent Variable Model for Natural Images


Nov 15, 2016
Ishaan Gulrajani, Kundan Kumar, Faruk Ahmed, Adrien Ali Taiga, Francesco Visin, David Vazquez, Aaron Courville


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