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Continuous Emotion Recognition with Spatiotemporal Convolutional Neural Networks

Nov 18, 2020
Thomas Teixeira, Eric Granger, Alessandro Lameiras Koerich

* 28 pages 

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Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty

Nov 14, 2020
Soufiane Belharbi, J茅r么me Rony, Jose Dolz, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 15 pages, 5 figures, under review 

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Temporal Stochastic Softmax for 3D CNNs: An Application in Facial Expression Recognition

Nov 10, 2020
Th茅o Ayral, Marco Pedersoli, Simon Bacon, Eric Granger

* Accepted to WACV 2021 

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Deep DA for Ordinal Regression of Pain Intensity Estimation Using Weakly-Labeled Videos

Oct 28, 2020
Gnana Praveen R, Eric Granger, Patrick Cardinal

* arXiv admin note: substantial text overlap with arXiv:2008.06392 

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Deep Active Learning for Joint Classification & Segmentation with Weak Annotator

Oct 10, 2020
Soufiane Belharbi, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 20 pages, 12 figures, under review 

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Deep Domain Adaptation for Ordinal Regression of Pain Intensity Estimation Using Weakly-Labelled Videos

Aug 13, 2020
Gnana Praveen R, Eric Granger, Patrick Cardinal

* arXiv admin note: text overlap with arXiv:1910.08173 

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Flow-Guided Attention Networks for Video-Based Person Re-Identification

Aug 09, 2020
Madhu Kiran, Amran Bhuiyan, Louis-Antoine Blais-Morin, Mehrsan Javan, Ismail Ben Ayed, Eric Granger


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Unsupervised Domain Adaptation in the Dissimilarity Space for Person Re-identification

Jul 27, 2020
Djebril Mekhazni, Amran Bhuiyan, George Ekladious, Eric Granger

* 14 pages (16 pages with references), 7 figures, conference ECCV 

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Unsupervised Multi-Target Domain Adaptation Through Knowledge Distillation

Jul 20, 2020
Le Thanh Nguyen-Meidine, Atif Bela, Madhu Kiran, Jose Dolz, Louis-Antoine Blais-Morin, Eric Granger

* Submitted to WACV-2021 

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Laplacian Regularized Few-Shot Learning

Jun 28, 2020
Imtiaz Masud Ziko, Jose Dolz, Eric Granger, Ismail Ben Ayed

* ICML 2020 paper 

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Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation

May 16, 2020
Le Thanh Nguyen-Meidine, Eric Granger, Madhu Kiran, Jose Dolz, Louis-Antoine Blais-Morin

* Accepted to WCCI/IJCNN 2020 

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Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision

Apr 14, 2020
Hoel Kervadec, Jose Dolz, Shanshan Wang, Eric Granger, Ismail Ben Ayed

* Full paper, accepted for presentation at MIDL2020 

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Metric learning: cross-entropy vs. pairwise losses

Mar 19, 2020
Malik Boudiaf, J茅r么me Rony, Imtiaz Masud Ziko, Eric Granger, Marco Pedersoli, Pablo Piantanida, Ismail Ben Ayed

* 25 pages 

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Dual-Triplet Metric Learning for Unsupervised Domain Adaptation in Video-Based Face Recognition

Feb 11, 2020
George Ekladious, Hugo Lemoine, Eric Granger, Kaveh Kamali, Salim Moudache

* Submitted too IJCNN2020 

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Convolutional STN for Weakly Supervised Object Localization and Beyond

Dec 03, 2019
Akhil Meethal, Marco Pedersoli, Soufiane Belharbi, Eric Granger

* 9 pages, 9 figures 

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Deep Ordinal Classification with Inequality Constraints

Nov 25, 2019
Soufiane Belharbi, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 10 pages, 3 figures, under review 

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On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance

Oct 31, 2019
Madhu Kiran, Vivek Tiwari, Le Thanh Nguyen-Meidine, Eric Granger

* Presented in AVSS-2019 Conference 

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Cross-Domain Face Synthesis using a Controllable GAN

Oct 31, 2019
Fania Mokhayeri, Kaveh Kamali, Eric Granger

* Winter Conference on Applications of Computer Vision (WACV 2020) 

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Deep Weakly-Supervised Domain Adaptation for Pain Localization in Videos

Oct 17, 2019
Gnana Praveen R, Eric Granger, Patrick Cardinal


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A Paired Sparse Representation Model for Robust Face Recognition from a Single Sample

Oct 05, 2019
Fania Mokhayeri, Eric Granger


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Emotion Recognition with Spatial Attention and Temporal Softmax Pooling

Oct 04, 2019
Masih Aminbeidokhti, Marco Pedersoli, Patrick Cardinal, Eric Granger

* 9 pages; 2 figures; 2 tables; Best paper award at ICIAR 2019 

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Deep weakly-supervised learning methods for classification and localization in histology images: a survey

Sep 26, 2019
J茅r么me Rony, Soufiane Belharbi, Jose Dolz, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 37 pages, 21 figures 

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Weakly Supervised Localization using Min-Max Entropy: an Interpretable Framework

Aug 31, 2019
Soufiane Belharbi, J茅r么me Rony, Jose Dolz, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 28 pages, 15 figures 

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Weakly Supervised Object Localization using Min-Max Entropy: an Interpretable Framework

Aug 12, 2019
Soufiane Belharbi, J茅r么me Rony, Jose Dolz, Ismail Ben Ayed, Luke McCaffrey, Eric Granger

* 28 pages, 15 figures 

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An Improved Trade-off Between Accuracy and Complexity with Progressive Gradient Pruning

Aug 12, 2019
Le Thanh Nguyen-Meidine, Eric Granger, Madhu Kiran, Louis-Antoine Blais-Morin


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Multimodal Fusion with Deep Neural Networks for Audio-Video Emotion Recognition

Jul 06, 2019
Juan D. S. Ortega, Mohammed Senoussaoui, Eric Granger, Marco Pedersoli, Patrick Cardinal, Alessandro L. Koerich


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A Survey of Pruning Methods for Efficient Person Re-identification Across Domains

Jul 04, 2019
Hugo Masson, Amran Bhuiyan, Le Thanh Nguyen-Meidine, Mehrsan Javan, Parthipan Siva, Ismail Ben Ayed, Eric Granger


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