Research map / Image generation / Editing and style transfer
PISE: Person Image Synthesis and Editing With Decoupled GAN
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use PISE instead of GFLA | person pose transfer · DeepFashion In-shop test | FID: 14.52 -> 13.61 | Helped |
| use PISE instead of PINet | person pose transfer · DeepFashion In-shop test | LPIPS: 0.2152 -> 0.2059 | Helped |
| use PISE instead of BiGraph | person pose transfer · DeepFashion In-shop test | PSNR: 31.38 -> 31.38 | No clear effect |
| add joint global and local per-region encoding instead of global average pooling (ablation) | PISE · DeepFashion In-shop test | FID: 15.21 -> 13.61 | Helped |
| add joint global and local per-region encoding instead of global average pooling (ablation) | PISE · DeepFashion In-shop test | LPIPS: 0.2137 -> 0.2059 | Helped |
| add joint global and local per-region encoding instead of global average pooling (ablation) | PISE · DeepFashion In-shop test | PSNR: 31.35 -> 31.38 | Helped |
| add global style prediction for invisible regions instead of setting their style codes to zero (ablation) | PISE · DeepFashion In-shop test | FID: 15.50 -> 13.61 | Helped |
| add global style prediction for invisible regions instead of setting their style codes to zero (ablation) | PISE · DeepFashion In-shop test | LPIPS: 0.2138 -> 0.2059 | Helped |
| add global style prediction for invisible regions instead of setting their style codes to zero (ablation) | PISE · DeepFashion In-shop test | PSNR: 31.30 -> 31.38 | Helped |
| add spatial-aware normalization (ablation) | PISE · DeepFashion In-shop test | FID: 14.15 -> 13.61 | Helped |
| add spatial-aware normalization (ablation) | PISE · DeepFashion In-shop test | LPIPS: 0.2071 -> 0.2059 | Helped |
| add spatial-aware normalization (ablation) | PISE · DeepFashion In-shop test | PSNR: 31.43 -> 31.38 | Hurt |
Closest papers by meaning
- Controllable Person Image Synthesis With Attribute-Decomposed GAN (CVPR 2020 · similarity 0.89)
- Human Appearance Transfer (CVPR 2018 · similarity 0.87)
- Unsupervised Person Image Generation With Semantic Parsing Transformation (CVPR 2019 · similarity 0.87)
- PERSE: Personalized 3D Generative Avatars from A Single Portrait (CVPR 2025 · similarity 0.85)
- UniHuman: A Unified Model For Editing Human Images in the Wild (CVPR 2024 · similarity 0.84)
- FreeCloth: Free-form Generation Enhances Challenging Clothed Human Modeling (CVPR 2025 · similarity 0.84)
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