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Explaining counterfactual images
Nature Biomedical Engineering ( IF 28.1 ) Pub Date : 2023-12-20 , DOI: 10.1038/s41551-023-01164-5 Oran Lang , Ilana Traynis , Yun Liu
Nature Biomedical Engineering ( IF 28.1 ) Pub Date : 2023-12-20 , DOI: 10.1038/s41551-023-01164-5 Oran Lang , Ilana Traynis , Yun Liu
Leveraging the expertise of physicians to identify medically meaningful features in ‘counterfactual’ images produced via generative machine learning facilitates the auditing of the inference process of medical-image classifiers, as shown for dermatology images.
中文翻译:
解释反事实图像
利用医生的专业知识来识别通过生成机器学习生成的“反事实”图像中具有医学意义的特征,有助于审计医学图像分类器的推理过程,如皮肤科图像所示。
更新日期:2023-12-20
中文翻译:
解释反事实图像
利用医生的专业知识来识别通过生成机器学习生成的“反事实”图像中具有医学意义的特征,有助于审计医学图像分类器的推理过程,如皮肤科图像所示。