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Interpretability of a Deep Learning Model in the Application of Cardiac MRI Segmentation with an ACDC Challenge Dataset


Mar 15, 2021
Adrianna Janik, Jonathan Dodd, Georgiana Ifrim, Kris Sankaran, Kathleen Curran


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Machine Learning for Glacier Monitoring in the Hindu Kush Himalaya


Dec 09, 2020
Shimaa Baraka, Benjamin Akera, Bibek Aryal, Tenzing Sherpa, Finu Shresta, Anthony Ortiz, Kris Sankaran, Juan Lavista Ferres, Mir Matin, Yoshua Bengio

* Accepted for a spotlight talk and a poster at the Tackling Climate Change with Machine Learning workshop at NeurIPS 2020 

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HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite Imagery


Feb 15, 2020
Michel Deudon, Alfredo Kalaitzis, Israel Goytom, Md Rifat Arefin, Zhichao Lin, Kris Sankaran, Vincent Michalski, Samira E. Kahou, Julien Cornebise, Yoshua Bengio

* 15 pages, 5 figures 

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Nanoscale Microscopy Images Colourisation Using Neural Networks


Dec 17, 2019
Israel Goytom, Qin Wang, Tianxiang Yu, Kris Sankaran, Dongdong Lin

* 27 pages, 6 figures 

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Applying Knowledge Transfer for Water Body Segmentation in Peru


Dec 02, 2019
Jessenia Gonzalez, Debjani Bhowmick, Cesar Beltran, Kris Sankaran, Yoshua Bengio

* 5 pages, 3 figures, 1 table, NeurIPS 2019 Workshop on Machine Learning for the Developing World 

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Tackling Climate Change with Machine Learning


Jun 10, 2019
David Rolnick, Priya L. Donti, Lynn H. Kaack, Kelly Kochanski, Alexandre Lacoste, Kris Sankaran, Andrew Slavin Ross, Nikola Milojevic-Dupont, Natasha Jaques, Anna Waldman-Brown, Alexandra Luccioni, Tegan Maharaj, Evan D. Sherwin, S. Karthik Mukkavilli, Konrad P. Kording, Carla Gomes, Andrew Y. Ng, Demis Hassabis, John C. Platt, Felix Creutzig, Jennifer Chayes, Yoshua Bengio


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Hierarchical Importance Weighted Autoencoders


May 13, 2019
Chin-Wei Huang, Kris Sankaran, Eeshan Dhekane, Alexandre Lacoste, Aaron Courville

* Accepted by ICML 2019. 17 pages 

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Visualizing the Consequences of Climate Change Using Cycle-Consistent Adversarial Networks


May 02, 2019
Victor Schmidt, Alexandra Luccioni, S. Karthik Mukkavilli, Narmada Balasooriya, Kris Sankaran, Jennifer Chayes, Yoshua Bengio


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