Research map / Image generation / Editing and style transfer
Controllable Person Image Synthesis With Attribute-Decomposed GAN
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Attribute-Decomposed GAN instead of PATN | Person image pose transfer · DeepFashion test | IS: 3.209 -> 3.364 | Helped |
| Use Attribute-Decomposed GAN instead of PATN | Person image pose transfer · DeepFashion test | SSIM: 0.774 -> 0.772 | Hurt |
| Use Attribute-Decomposed GAN instead of PATN | Person image pose transfer · DeepFashion test | DS: 0.976 -> 0.984 | Helped |
| Use Attribute-Decomposed GAN instead of PATN | Person image pose transfer · DeepFashion test | CX-GS: 2.628 -> 2.474 | Helped |
| Use Attribute-Decomposed GAN instead of PATN | Person image pose transfer · DeepFashion test | CX-GT: 2.604 -> 2.474 | Helped |
| Add decomposed component encoding (DCE) with parser-derived component layouts (ablation) | Attribute-Decomposed GAN · Person image synthesis | Visual quality and training convergence | Helped |
| Add global texture encoding (GTE), combining fixed VGG features with a learnable encoder (ablation) | Attribute-Decomposed GAN · Person image synthesis | Texture fidelity | Helped |
| Add the fusion module (FM) to style blocks alongside DCE (ablation) | Attribute-Decomposed GAN · Person image synthesis | Visual quality | Helped |
| Add contextual loss (ablation) | Attribute-Decomposed GAN · Person image synthesis | Detail preservation | Helped |
Closest papers by meaning
- PISE: Person Image Synthesis and Editing With Decoupled GAN (CVPR 2021 · similarity 0.89)
- BodyGAN: General-Purpose Controllable Neural Human Body Generation (CVPR 2022 · similarity 0.88)
- MUST-GAN: Multi-Level Statistics Transfer for Self-Driven Person Image Generation (CVPR 2021 · similarity 0.88)
- Interpreting the Latent Space of GANs for Semantic Face Editing (CVPR 2020 · similarity 0.87)
- Neural Texture Extraction and Distribution for Controllable Person Image Synthesis (CVPR 2022 · similarity 0.87)
- AttriHuman-3D: Editable 3D Human Avatar Generation with Attribute Decomposition and Indexing (CVPR 2024 · similarity 0.85)
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