ROC and ACU

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ROC : Roceiver Operating Curve ACU : Area Under the Curve Accuracy : TP + TN / ALL , 전체 중 Positive을 Positive이라고 예측한 것과 Negative를 Negative라고 예측한 ...

A survey of data augmentation for deep learning

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Image Data Augmentation 구분

How transferable are features in deep neural networks?

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Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

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기존의 CAM(Class Activation Map) 은 마지막 Fully Connected Layer를 Global Average Pooling으로 변경해야만 얻을 수 있다는 제약이 있음. 이 문제를 해결한 Generalized 한 Grad-CAM.

Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression

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Main Idea : IoU Metric을 localization loss function으로써 사용하자.