Refined self-supervised learning via trident network and cross-hybrid optimization

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Wenyi Zhao, Qi Song, Wei Li, Yongqin Tian, Yingjian Wang, Weidong Zhang, Huihua Yang

Published: 01 Jan 2025, Last Modified: 14 Nov 2025Expert Syst. Appl. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A unified framework with Trident network and cross-hybrid tasks is proposed.•The proposed method can expand its architecture to capture global and local features.•The refined framework learns both global and local features simultaneously.•The supervised contrastive and decouple position loss are embedded into the framework.