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Layer Embedding Analysis in Convolutional Neural Networks for Improved Probability Calibration and Classification

In this project, our goal is to develop a method for interpreting how a neural network makes layer-by-layer embedded decisions when trained for a classification task, and also to use this insight for improving the model performance. To do this, we first approximate the distribution of the image repr...

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Detalles Bibliográficos
Publicado en:IEEE Trans Med Imaging
Autores principales: Zhang, Fan, Dvornek, Nicha, Yang, Junlin, Chapiro, Julius, Duncan, James
Formato: Artigo
Lenguaje:Inglês
Publicado: 2020
Materias:
Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC7606489/
https://ncbi.nlm.nih.gov/pubmed/32356739
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2020.2990625
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