Research map / Image generation / Editing and style transfer
Soft-Gated Warping-GAN for Pose-Guided Person Image Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add pose-guided parsing (ablation) | Warping-GAN · DeepFashion | SSIM: 0.692 -> 0.793 | Helped |
| add pose-guided parsing (ablation) | Warping-GAN · Market-1501 | SSIM: 0.236 -> 0.356 | Helped |
| add soft-gated warping-block (ablation) | Warping-GAN · DeepFashion | SSIM: 0.777 -> 0.793 | Helped |
| add soft-gated warping-block (ablation) | Warping-GAN · Market-1501 | SSIM: 0.337 -> 0.356 | Helped |
| add adversarial loss (ablation) | Warping-GAN · DeepFashion | SSIM: 0.780 -> 0.793 | Helped |
| add perceptual loss (ablation) | Warping-GAN · DeepFashion | SSIM: 0.772 -> 0.793 | Helped |
| add pixel loss (ablation) | Warping-GAN · Market-1501 | SSIM: 0.337 -> 0.356 | Helped |
| add pyramidal hierarchy loss (ablation) | Warping-GAN · Market-1501 | SSIM: 0.337 -> 0.356 | Helped |
| use full Warping-GAN instead of AUNET | pose-guided person synthesis · DeepFashion | SSIM: 0.786 -> 0.793 | Helped |
| use full Warping-GAN instead of AUNET | pose-guided person synthesis · Market-1501 | SSIM: 0.353 -> 0.356 | Helped |
Closest papers by meaning
- BodyGAN: General-Purpose Controllable Neural Human Body Generation (CVPR 2022 · similarity 0.88)
- WarpGAN: Warping-Guided 3D GAN Inversion with Style-Based Novel View Inpainting (NeurIPS 2025 · similarity 0.88)
- Unsupervised Person Image Synthesis in Arbitrary Poses (CVPR 2018 · similarity 0.87)
- Controllable Person Image Synthesis With Attribute-Decomposed GAN (CVPR 2020 · similarity 0.87)
- CGS-GAN: 3D Consistent Gaussian Splatting GANs for High Resolution Human Head Synthesis (NeurIPS 2025 · similarity 0.86)
- Neural Implicit Morphing of Face Images (CVPR 2024 · similarity 0.85)
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