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ForestNet: Classifying Drivers of Deforestation in Indonesia using Deep Learning on Satellite Imagery

Nov 11, 2020
Jeremy Irvin, Hao Sheng, Neel Ramachandran, Sonja Johnson-Yu, Sharon Zhou, Kyle Story, Rose Rustowicz, Cooper Elsworth, Kemen Austin, Andrew Y. Ng

* Tackling Climate Change with Machine Learning at NeurIPS 2020 

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Short-Term Solar Irradiance Forecasting Using Calibrated Probabilistic Models

Oct 14, 2020
Eric Zelikman, Sharon Zhou, Jeremy Irvin, Cooper Raterink, Hao Sheng, Anand Avati, Jack Kelly, Ram Rajagopal, Andrew Y. Ng, David Gagne

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CheXphoto: 10,000+ Smartphone Photos and Synthetic Photographic Transformations of Chest X-rays for Benchmarking Deep Learning Robustness

Jul 13, 2020
Nick A. Phillips, Pranav Rajpurkar, Mark Sabini, Rayan Krishnan, Sharon Zhou, Anuj Pareek, Nguyet Minh Phu, Chris Wang, Andrew Y. Ng, Matthew P. Lungren

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CRUDE: Calibrating Regression Uncertainty Distributions Empirically

Jun 23, 2020
Eric Zelikman, Christopher Healy, Sharon Zhou, Anand Avati

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Improving Regression Uncertainty Estimates with an Empirical Prior

Jun 06, 2020
Eric Zelikman, Christopher Healy, Sharon Zhou, Anand Avati

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Evaluating the Disentanglement of Deep Generative Models through Manifold Topology

Jun 05, 2020
Sharon Zhou, Eric Zelikman, Fred Lu, Andrew Y. Ng, Stefano Ermon

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Data augmentation with Möbius transformations

Feb 07, 2020
Sharon Zhou, Jiequan Zhang, Hang Jiang, Torbjörn Lundh, Andrew Y. Ng

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Approximating Human Judgment of Generated Image Quality

Nov 30, 2019
Y. Alex Kolchinski, Sharon Zhou, Shengjia Zhao, Mitchell Gordon, Stefano Ermon

* To appear in the Shared Visual Representations in Human and Machine Intelligence workshop at NeurIPS 2019. The first two authors contributed equally to the manuscript 

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Establishing an Evaluation Metric to Quantify Climate Change Image Realism

Oct 22, 2019
Sharon Zhou, Alexandra Luccioni, Gautier Cosne, Michael S. Bernstein, Yoshua Bengio

* Accepted to the NeurIPS 2019 Workshop, Tackling Climate Change with Machine Learning 

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HYPE: Human eYe Perceptual Evaluation of Generative Models

Apr 24, 2019
Sharon Zhou, Mitchell Gordon, Ranjay Krishna, Austin Narcomey, Durim Morina, Michael S. Bernstein


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