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Analyzing the Inference Process in Deep Convolutional Neural Networks using Principal Eigenfeatures, Saturation and Logistic Regression Probes

Mats Leon Richter; Leila Malihi; Anne-Kathrin Patricia Windler; Ulf Krumnack

Volume 2, Issue 1 , January 2023, , Pages 1-10

https://doi.org/10.22055/jaree.2022.40073.1049

Abstract
  The predictive performance of a neural network depends on the one hand on the difficulty of a problem, defined by the number of classes and complexity of the visual domain, and on the other hand on the capacity of the model, determined by the number of parameters and its structure. By applying layer ...  Read More