Robust Machine Learning

Selected Publications

Optical Adversarial Attack 

Optical Adversarial Attack
Abhiram Gnanasambandam, Alex M. Sherman, and Stanley H. Chan
IEEE ICCV Workshop, 2021
Manuscript
Video
Media Coverage:
ACM News Data Breach Today Unite.ai
Hackread Hacker News Reddit TheNextWeb

Adversarial Graphics 

Detecting and Segmenting Adversarial Graphics Patterns from Images
Xiangyu Qu and Stanley H. Chan
IEEE ICCV Workshop, 2021
Manuscript

Student-Teacher Learning 

Student-Teacher Learning from Clean Inputs to Noisy Inputs
Guanzhe Hong, Zhiyuan Mao, Xiaojun Lin, and Stanley H. Chan
IEEE CVPR, 2021
Manuscript
Video
Slides

One Size Fits All 

One Size Fits All: Can We Train One Denoiser for All Noise Levels?
Abhiram Gnansambandam and Stanley H. Chan
ICML, 2020
Manuscript
Video

ConsensusNet 

ConsensusNet: Optimal Combination of Image Denoisers
Joon Hee Choi, Omar A. Elgendy and Stanley H. Chan
IEEE Transactions on Image Processing, 2019
Manuscript