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[Grad-CAM 논문 리뷰] - Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization *Grad-CAM 논문 리뷰 글입니다. 궁금하신 점은 댓글로 남겨주세요. Grad-CAM paper: [1610.02391] Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization (arxiv.org) Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization We propose a technique for producing "visual explanations" for decisions from a large class of CNN-based models, making them more transparent. Our approac..
[CAM 논문 리뷰] - Learning Deep Features for Discriminative Localization *XAI에서 가장 대표적으로 쓰이는 CAM 논문 리뷰입니다. 궁금하신 점은 댓글로 남겨주세요. CAM paper: [1512.04150] Learning Deep Features for Discriminative Localization (arxiv.org) Learning Deep Features for Discriminative Localization In this work, we revisit the global average pooling layer proposed in [13], and shed light on how it explicitly enables the convolutional neural network to have remarkable localization ability despit..
[Saliency Map 논문 리뷰] - Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps *eXplainable AI의 기초가 되는 논문입니다. 질문이 있다면 댓글로 남겨주세요. Deep Inside Convolutional Networks paper: [1312.6034] Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps (arxiv.org) Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps This paper addresses the visualisation of image classification models, learnt using deep Convo..

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