Utilizing Information Bottleneck to Evaluate the Capability of Deep Neural Networks for Image Classification

Utilizing Information Bottleneck to Evaluate the Capability of Deep Neural Networks for Image Classification

Inspired by the pioneering work of the information bottleneck (IB) principle for Deep Neural Networks&#8217; (DNNs) analysis, we thoroughly study the relationship among the model accuracy, <inline-formula> <math display="inline"> <semantics> <mrow> <mi>I&l...

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Bibliographic Details
Main Authors: Hao Cheng, Dongze Lian, Shenghua Gao, Yanlin Geng
Format: Article
Language:English
Published: MDPI AG 2019-05-01
Series:Entropy
Subjects:
information bottleneck
mutual information
neural networks
image classification
Online Access:https://www.mdpi.com/1099-4300/21/5/456

Internet

https://www.mdpi.com/1099-4300/21/5/456

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