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Automated grading of embroidery assignments: a multi-region deep learning framework with ResNet-50

Nanzhen Lin1, Yuyang Wang1, Gaobo Jin1

  • 1School of Stomatology, Zhejiang Chinese Medical University, Hangzhou, Zhejiang, 310053, China.

BMC Medical Education
|October 11, 2025
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Automated gradingDeep learningEmbroideryMulti-region aggregationResNet-50

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