Papers › Progressive Pose Attention Transfer for Person Image Generation
Progressive Pose Attention Transfer for Person Image Generation
Zhen Zhu, Tengteng Huang, Baoguang Shi, Miao Yu, Bofei Wang, Xiang Bai
This paper proposes a new generative adversarial network for pose transfer, i.e., transferring the pose of a given person to a target pose. The generator of the network comprises a sequence of Pose-Attentional Transfer Blocks that each transfers certain regions it attends to, generating the person image progressively. Compared with those in previous works, our generated person images possess better appearance consistency and shape consistency with the input images, thus significantly more realistic-looking. The efficacy and efficiency of the proposed network are validated both qualitatively and quantitatively on Market-1501 and DeepFashion. Furthermore, the proposed architecture can generate training images for person re-identification, alleviating data insufficiency. Codes and models are available at: https://github.com/tengteng95/Pose-Transfer.git.
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Code
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Code Syntology ran Syntology
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Tasks
1 archive task tag without a task page not shown.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Pose Transfer | Deep-Fashion | Progressive Pose Attention | DS | 0.976 | #5 of 12 | Archive leaderboard | report |
| Pose Transfer | Deep-Fashion | Progressive Pose Attention | IS | 3.209 | #5 of 12 | Archive leaderboard | report |
| Pose Transfer | Deep-Fashion | Progressive Pose Attention | PCKh | 0.96 | #5 of 12 | Archive leaderboard | report |
| Pose Transfer | Deep-Fashion | Progressive Pose Attention | Retrieval Top10 Recall | 17.84 | #5 of 12 | Archive leaderboard | report |
| Pose Transfer | Deep-Fashion | Progressive Pose Attention | SSIM | 0.773 | #5 of 12 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | DS | 0.74 | #1 of 3 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | IS | 3.323 | #1 of 3 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | PCKh | 0.94 | #1 of 3 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | SSIM | 0.311 | #1 of 3 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | mask-IS | 3.773 | #1 of 3 | Archive leaderboard | report |
| Pose Transfer | Market-1501 | Progressive Pose Attention | mask-SSIM | 0.811 | #1 of 3 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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