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Journal of Guizhou Normal University(Natural Sciences).
(Type-setting Accomplished Version) Online First Publishing Date: 2023-09-26 13:10:59

Research on Multi-scale object detection algorithm based on improved ResNet50 and FPNChinese Full Text

GUO Baoxin;XIE Xiaoyao;LIU Song;

Abstract: For the ResNet50 and FPN structures,the shallow detail information and the deep semantic information cannot be fully integrated and utilized.An algorithm to improve the structure of ResNet50 and FPN is proposed,introducing improved channel and spatial attention modules in ResNet50 network structure to take advantage of detailed and semantic information from different feature layers.In addition,in the FPN structure,in order to allow the shallow feature layer to better utilize the semantic informa... More
Keywords：

attention mechanism; feature pyramid; feature reuse; feature fusion; feature layer information;

  • Series：

    (I) Electronic Technology ＆ Information Science

  • Subject：

    Computer Software and Application of Computer; Automation Technology

  • Classification Code：

    TP391.41;TP183

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