UnionCAM: enhancing CNN interpretability through denoising, weighted fusion, and selective high-quality class activation mapping

Deep convolutional neural networks (CNNs) have achieved remarkable success in various computer vision tasks. However, the lack of interpretability in these models has raised concerns and hindered their widespread adoption in critical domains. Generating activation maps that highlight the regions con...

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Bibliographic Details
Main Authors: Hao Hu, Rui Wang, Hao Lin, Huai Yu
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-11-01
Series:Frontiers in Neurorobotics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnbot.2024.1490198/full
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