22 citations · 29 across the 10 of their papers we have counts for
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cs.CV2022★ 1 cited
ColorSense: A Study on Color Vision in Machine Visual Recognition
Ming-Chang Chiu, Yingfei Wang, Derrick Eui Gyu Kim +2
Color vision is essential for human visual perception, but its impact on machine perception is still underexplored. There has been an intensified demand for understanding its role…
cs.CV2022
Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification
Ming-Chang Chiu, Pin-Yu Chen, Xuezhe Ma
In this paper, we provide 20,000 non-trivial human annotations on popular datasets as a first step to bridge gap to studying how natural semantic spurious features affect image cla…
cs.LG2022★ 1 cited
Learning Representations Robust to Group Shifts and Adversarial Examples
Ming-Chang Chiu, Xuezhe Ma
Despite the high performance achieved by deep neural networks on various tasks, extensive studies have demonstrated that small tweaks in the input could fail the model predictions.…