Search Results for author: Ming-Chang Chiu

Found 7 papers, 2 papers with code

Screenplay Quality Assessment: Can We Predict Who Gets Nominated?

no code implementations WS 2020 Ming-Chang Chiu, Tiantian Feng, Xiang Ren, Shrikanth Narayanan

Toward that goal, in this work, we present a method to evaluate the quality of a screenplay based on linguistic cues.

Learning Representations Robust to Group Shifts and Adversarial Examples

no code implementations18 Feb 2022 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.

Representation Learning

On Human Visual Contrast Sensitivity and Machine Vision Robustness: A Comparative Study

no code implementations16 Dec 2022 Ming-Chang Chiu, Yingfei Wang, Derrick Eui Gyu Kim, Pin-Yu Chen, Xuezhe Ma

It is well established in neuroscience that color vision plays an essential part in the human visual perception system.

Data Augmentation

Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification

1 code implementation ICCV 2023 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 classification, as prior works often study datasets mixing low-level features due to limitations in accessing realistic datasets.

Data Augmentation Image Classification

DDI-CoCo: A Dataset For Understanding The Effect Of Color Contrast In Machine-Assisted Skin Disease Detection

1 code implementation24 Jan 2024 Ming-Chang Chiu, Yingfei Wang, Yen-Ju Kuo, Pin-Yu Chen

We take another angle to investigate color contrast's impact, beyond skin tones, on malignancy detection in skin disease datasets: We hypothesize that in addition to skin tones, the color difference between the lesion area and skin also plays a role in malignancy detection performance of dermatology AI models.

Image Classification

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