Chinese Journal of Liquid Crystals and Displays, Volume. 40, Issue 9, 1381(2025)
Multi-resolution human posture transfer algorithm based on PATN and self-attention mechanism
Fig. 5. Qualitative results of different models on DeepFashion and Market-1501 datasets， （a~e） denote different testing cases， each row shows the results of the same case across models.
Fig. 6. Qualitative comparison of ablation experiments， （a~c） denote different testing cases， each row shows the results of the same case across different ablation variants.
Fig. 7. Feature visualization of PATN （a，c） and the proposed method （b，d）
Table 1. Quantitative comparison on DeepFashion and Market-1501 datasets
View tableView in ArticleTable 1. Quantitative comparison on DeepFashion and Market-1501 datasets
Methods DeepFashion Market-1501 SSIM↑ IS↑ DS↑ PCKh↑ LPIPS↓ SSIM↑ IS↑ DS↑ LPIPS↓ PG2 0.756 3.163 0.960 0.89 0.523 0.261 3.495 0.39 0.292 PISE 0.768 3.362 0.967 0.94 0.208 - - - - PATN 0.773 3.209 0.976 0.96 0.299 0.311 3.323 0.74 0.254 DPTN 0.778 3.351 0.970 0.94 0.196 0.314 3.095 0.68 0.271 PIDM 0.731 - - - 0.167 0.305 - - 0.241 DRDM 0.740 - - - 0.165 - - - - 文献［ 16 ］0.713 - - - 0.210 - - - - Ours 0.784 3.692 0.971 0.98 0.191 0.318 3.778 0.66 0.224 Real-Data 1.000 3.796 0.980 1.000 0.000 1.000 3.890 0.74 0.000
Table 2. Quantitative results of ablation experiments on the DeepFashion dataset
View tableView in ArticleTable 2. Quantitative results of ablation experiments on the DeepFashion dataset
Model SSIM↑ IS↑ DS↑ PCKh↑ LPIPS↓ A 0.729 3.261 0.897 0.76 0.268 B 0.770 3.459 0.965 0.95 0.284 C 0.755 2.859 0.953 0.90 0.243 D 0.784 3.692 0.971 0.98 0.191 Real Data 1.000 3.796 0.974 1.00 0.000
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Qingdong HUANG, Yuhui SU, Yihua LIU, Zihuang CHEN, Yongqi YAO. Multi-resolution human posture transfer algorithm based on PATN and self-attention mechanism[J]. Chinese Journal of Liquid Crystals and Displays, 2025, 40(9): 1381
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Received: May. 15, 2025
Accepted: --
Published Online: Sep. 25, 2025
The Author Email: Qingdong HUANG (huangqingdong@xupt.edu.cn)
