Target detection method, electronic device, and automatic retail system

By introducing a coordinate attention mechanism and a path aggregation network structure into the object detection algorithm, the accuracy and efficiency of small object detection are improved, solving the problem of balancing detection accuracy and efficiency in large-format visual detection scenarios.

CN122416094APending Publication Date: 2026-07-17HISENSE RONSHEN (GUANGDONG) FREEZER CO LTD
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Patent Information

Application Number
CN202610406501.2
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-03-30
Publication Date
2026-07-17

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Abstract

The application provides a target detection method, an electronic device and an automatic retail system. The method comprises: acquiring a scene image of a target scene; inputting the scene image into a trained target detection model; using a plurality of feature extraction modules to perform multi-scale feature extraction on the scene image to obtain a plurality of basic feature maps of different scales; using a neck network to perform bottom-up and top-down bidirectional feature fusion on the plurality of basic feature maps to obtain fusion feature maps of different scales; using a plurality of detection heads to respectively perform target classification and positioning prediction based on the fusion feature maps of different scales to obtain respective prediction results; and determining the category information and image position information of each target object in the scene image according to the prediction results of the plurality of detection heads.
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