On fine-grained visual explanation in convolutional neural networks

Existing explanation methods for Convolutional Neural Networks (CNNs) lack the pixel-level visualization explanations to generate the reliable fine-grained decision features. Since there are inconsistencies between the explanation and the actual behavior of the model to be interpreted, we propose a...

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Bibliographic Details

Published in:	Digital Communications and Networks
Main Authors:	Xia Lei, Yongkai Fan, Xiong-Lin Luo
Format:	Article
Language:	English
Published:	KeAi Communications Co., Ltd. 2023-10-01
Subjects:	Convolutional neural network Explanation Class-specific gradient Fine-grained
Online Access:	http://www.sciencedirect.com/science/article/pii/S2352864822002802