Yuanyuan Huang, Wenbo Xiong, Hongwei Zhang, Weiwei Zhang. Yarn-Dyed Fabric Defect Detection Based on U-Shaped Swin Transformer Auto-Encoder[J]. Laser & Optoelectronics Progress, 2023, 60(12): 1215001
- Laser & Optoelectronics Progress
- Vol. 60, Issue 12, 1215001 (2023)
Fig. 1. Structure of Swin Transformer model
Fig. 2. Structure of USTAE model
Fig. 3. Training phase of USTAE model
Fig. 4. Defect detection phase of USTAE model
Fig. 5. Images of yarn-dyed fabric samples. (a) Defect-free samples; (b) defective samples
Fig. 6. Influence of different noise levels on defect detection results
Fig. 7. Comparison of defect detection results of four models
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Table 1. Distribution of yarn-dyed fabric samples
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Table 2. Comparison of four evaluation indexes of four models
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Table 3. Ablation experiment of the number of skip connection
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