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Computer Vision
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Computer Vision
SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction
Recent work has made significant progress in learning object meshes with weak supervision. Soft Rasterization methods have achieved …
Issam H. Laradji
,
Pau Rodriguez
,
David Vazquez
,
Derek Nowrouzezahrai
Workshop at the International Conference on Computer Vision (ICCV), 2021.
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3D Perception with Slanted Stixels on GPU
This article presents a GPU-accelerated software design of the recently proposed model of Slanted Stixels, which represents the …
Daniel Hernandez
,
Antonio Espinosa
,
David Vazquez
,
Antonio M. Lopez
,
Juan C. Moure
IEEE Transactions on Parallel and Distributed Systems, 2021.
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Logo Detection with no Priors
In recent years, top referred methods on object detection like R-CNN have implemented this task as a combination of proposal region …
Diego Velazquez
,
Josep M. Gonfaus
,
Pau Rodriguez
,
F. Xavier Roca
,
Seiichi Ozawa
,
Jordi Gonzalez
The Multidisciplinary Open Access Journal (IEEE Access), 2021.
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Weakly Supervised Underwater Fish Segmentation Using Affinity LCFCN
Estimating fish body measurements like length, width, and mass has received considerable research due to its potential in boosting …
Issam H. Laradji
,
Alzayat Saleh
,
Pau Rodriguez
,
Derek Nowrouzezahrai
,
Mostafa Rahimi Azghadi
,
David Vazquez
Nature Scientific Reports, 2021.
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A Weakly Supervised Consistency-based Learning Method for COVID-19 Segmentation in CT Images
Coronavirus Disease 2019 (COVID-19) has spread aggressively across the world causing an existential health crisis. Thus, having a …
Issam H. Laradji
,
Pau Rodriguez
,
Oscar Manas
,
Keegan Lensink
,
Marco Law
,
Lironne Kurzman
,
David Vazquez
,
Derek Nowrouzezahrai
,
William A Parker
Winter Conference on Applications of Computer Vision (WACV), 2021.
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Learning Data Augmentation with Online Bilevel Optimization for Image Classification
Data augmentation is a key practice in machine learning for improving generalization performance. However, finding the best data …
Saypraseuth Mounsaveng
,
Issam H. Laradji
,
Ismail Ben Ayed
,
David Vazquez
,
Marco Pedersoli
Winter Conference on Applications of Computer Vision (WACV), 2021.
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Overnet: Lightweight multi-scale super-resolution with overscaling network
Super-resolution (SR) has achieved great success due to the development of deep convolutional neural networks (CNNs). However, as the …
Parichehr Behjati
,
Pau Rodriguez
,
Armin Mehri
,
Isabelle Hupont
,
Jordi Gonzalez
,
Carles Fernandez
Winter Conference on Applications of Computer Vision (WACV), 2021.
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Citation
Counting Cows: Tracking Illegal Cattle Ranching From High-Resolution Satellite Imagery
Cattle farming is responsible for 8.8% of greenhouse gas emissions worldwide. In addition to the methane emitted due to their digestive …
Issam H. Laradji
,
Pau Rodriguez
,
Alfredo Kalaitzis
,
David Vazquez
,
Ross Young
,
Ed Davey
,
Alexandre Lacoste
Workshop at the Neural Information Processing Systems (NeurIPS), 2020.
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Synbols: Probing Learning Algorithms with Synthetic Datasets
Progress in the field of machine learning has been fueled by the introduction of benchmark datasets pushing the limits of existing …
Alexandre Lacoste
,
Pau Rodriguez
,
Frederic Branchaud
,
Parmida Atighhehchian
,
Massimo Caccia
,
Issam H. Laradji
,
Alexandre Drouin
,
Matt Craddock
,
Laurent Charlin
,
David Vazquez
Conference on Neural Information Processing Systems (NeurIPS), 2020.
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Hierarchical Residual Attention Network for Single Image Super-Resolution
Convolutional neural networks are the most successful models in single image super-resolution. Deeper networks, residual connections, …
Parichehr Behjati
,
Pau Rodriguez
,
Armin Mehri
,
Isabelle Hupont
,
Carles Fernandez
,
Jordi Gonzalez
ArXiv, 2020.
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