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Jul, 2022
CheXplaining in Style: 使用StyleGAN进行胸透的反事实解释
CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN
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Matan Atad, Vitalii Dmytrenko, Yitong Li, Xinyue Zhang, Matthias Keicher...
TL;DR
探索使用对抗性样本阐述来理解医疗图像诊断中深度学习模型的决策机制。
Abstract
deep learning
models used in
medical image analysis
are prone to raising reliability concerns due to their black-box nature. To shed light on these black-box models, previous works predominantly focus on identify
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