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Huimin Xiong

2 accepted papers

2024

VPL: Visual Proxy Learning Framework for Zero-Shot Medical Image Diagnosis

EMNLP 2024finding

Vision-language models like CLIP, utilizing class proxies derived from class name text features, have shown a notable capability in zero-shot medical image diagnosis which is vital in scenarios with limited disease databases or labeled samples. However, insufficient medical text precision and the mo…

Cited by 3Source ↗PDF ↗Scholar ↗
2023

Fast Model DeBias with Machine Unlearning

NeurIPS 2023poster

Recent discoveries have revealed that deep neural networks might behave in a biased manner in many real-world scenarios. For instance, deep networks trained on a large-scale face recognition dataset CelebA tend to predict blonde hair for females and black hair for males. Such biases not only jeopard…

Cited by 60Source ↗PDF ↗Scholar ↗