International Conference on Algorithm, Imaging Processing, and Machine Vision (AIPMV 2023) 2024
DOI: 10.1117/12.3014468
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Multitarget detection of assembly parts based on improved YOLOv7

jinhao Wang,
Jizhuang Hui,
Yaqian Zhang
et al.

Abstract: Aiming at multi-target detection in complex human-robot collaborative assembly scenes, an improved YOLOv7 algorithm is proposed. Specifically, the Wise-Intersection over Union(Wise-IoU) loss function and the BiFormer attention module are introduced to improve the recognition performance of small assembly parts. Taking a worm-gear decelerator as an example, a dataset for assembly parts recognition is made. By training the improved network in the self-made dataset, the mAP@.5 value is increased by 3.25 % and the… Show more

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