Web: http://arxiv.org/abs/2108.11845

Jan. 27, 2022, 2:11 a.m. | Bin Liu

cs.LG updates on arXiv.org arxiv.org

This letter is concerned with image classification with deep convolutional
neural networks (CNNs). The focus is on the following question: given a set of
candidate CNN models, how to select the right one with the best generalization
property for the current task? Present model selection methods require access
to a batch of labeled data for computing a pre-specified performance metric,
such as the cross-entropy loss, the classification error rate, the negative
log-likelihood. In many practical cases, labels are not available …

arxiv confidence convolutional neural networks cv model networks neural neural networks

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