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’ (DNNs) analysis, we thoroughly study the relationship among the model accuracy, <inline-formula> <math display="inline"> <semantics> <mrow> <mi>I&l...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-05-01
|
Series: | Entropy |
Subjects: | |
Online Access: | https://www.mdpi.com/1099-4300/21/5/456 |