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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, [Formula: see text] and [Formula: see text] , where [Formula: see text] and [Formula: see text] are the mutual inform...

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Detalles Bibliográficos
Autores principales: Cheng, Hao, Lian, Dongze, Gao, Shenghua, Geng, Yanlin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514945/
https://www.ncbi.nlm.nih.gov/pubmed/33267170
http://dx.doi.org/10.3390/e21050456

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