Research map / Image generation / Editing and style transfer
Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image Content
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add non-target body-part composition to adaptively preserve unchanged body details (ablation) | ACGPN · VITON test | SSIM: 0.825 -> 0.845 | Helped |
| Add non-target body-part composition to adaptively preserve unchanged body details (ablation) | ACGPN · VITON test | IS: 2.805 -> 2.829 | Helped |
| Use composed body mask as input rather than synthesized body mask directly, while removing arms from the body-part image (ablation) | ACGPN · VITON test | SSIM: 0.825 -> 0.826 | Helped |
| Add the second-order difference constraint to clothes warping (ablation) | ACGPN · Complex-texture clothing | texture fidelity | Helped |
| Use semantic-layout prediction and adaptive content preservation | ACGPN · VITON test (Easy) | SSIM: +0.067 SSIM | Helped |
| Use semantic-layout prediction and adaptive content preservation | ACGPN · VITON test (Medium) | SSIM: +0.062 SSIM | Helped |
| Use semantic-layout prediction and adaptive content preservation | ACGPN · VITON test (Hard) | SSIM: +0.049 SSIM | Helped |
| Use semantic-layout prediction and adaptive content preservation | ACGPN · VITON test | IS: +0.179 IS | Helped |
Closest papers by meaning
- CycleVTON: A Cycle Mapping Framework for Parser-Free Virtual Try-On (AAAI 2024 · similarity 0.89)
- Towards Squeezing-Averse Virtual Try-On via Sequential Deformation (AAAI 2024 · similarity 0.88)
- Virtual Try-On: Real-Time Interactive Hybrid Network with High-Fidelity (AAAI 2024 · similarity 0.88)
- Cascaded Diffusion Models for Virtual Try-On: Improving Control and Resolution (AAAI 2025 · similarity 0.88)
- Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling (CVPR 2025 · similarity 0.88)
- M&M VTO: Multi-Garment Virtual Try-On and Editing (CVPR 2024 · similarity 0.88)
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