1 code implementation • 8 Sep 2021 • Ruiyang Zhao, Burhaneddin Yaman, Yuxin Zhang, Russell Stewart, Austin Dixon, Florian Knoll, Zhengnan Huang, Yvonne W. Lui, Michael S. Hansen, Matthew P. Lungren
Improving speed and image quality of Magnetic Resonance Imaging (MRI) via novel reconstruction approaches remains one of the highest impact applications for deep learning in medical imaging.
1 code implementation • ICLR 2020 • Yilun Xu, Shengjia Zhao, Jiaming Song, Russell Stewart, Stefano Ermon
We propose a new framework for reasoning about information in complex systems.
1 code implementation • 27 May 2018 • Hongyu Ren, Russell Stewart, Jiaming Song, Volodymyr Kuleshov, Stefano Ermon
Constraint-based learning reduces the burden of collecting labels by having users specify general properties of structured outputs, such as constraints imposed by physical laws.
no code implementations • 7 Mar 2017 • Jiaming Song, Russell Stewart, Shengjia Zhao, Stefano Ermon
Advances in neural network based classifiers have transformed automatic feature learning from a pipe dream of stronger AI to a routine and expected property of practical systems.
no code implementations • 18 Sep 2016 • Russell Stewart, Stefano Ermon
In many machine learning applications, labeled data is scarce and obtaining more labels is expensive.
3 code implementations • CVPR 2016 • Russell Stewart, Mykhaylo Andriluka
Current people detectors operate either by scanning an image in a sliding window fashion or by classifying a discrete set of proposals.