Deep one-class probability learning for end-to-end image classification

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Jia Liu, Wenhua Zhang, Fang Liu, Jingxiang Yang, Liang Xiao

Published: 2025, Last Modified: 15 Nov 2025Neural Networks 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We directly train an end-to-end classification network via one-class samples.•We model the distribution with output of the network via a novel energy function.•We design a particle swarm optimization based sampling and optimization method.•The proposed method models the discriminative information via a probabilistic model.