Lightweight visual backbone network with enhanced comprehensive strength through context-aware dual attention mechanism

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Jianxin Xue, Yaohua Hu, Sicheng Hua, Minyu Chen, Ling-I Wu, Xi Chang, Guoqiang Li

Published: 2025, Last Modified: 02 Aug 2025Neurocomputing 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A context-aware Decoupled Fully Connected (CADFC) attention mechanism is proposed.•A new CADFC bottleneck block aggregates two branches: depthwise and CADFC branches.•A CADFC MobileNet is proposed, optimizing MobileNetV2 for image classification tasks.