Research map / Image generation / Editing and style transfer
VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use ALIAS normalization with misalignment-aware region-separated standardization instead of channel-wise standardization (ablation) | VITON-HD · VITON-HD test, 1024×768 | LPIPS: 0.054 -> 0.053 | Helped |
| Use ALIAS normalization with misalignment-aware region-separated standardization instead of channel-wise standardization (ablation) | VITON-HD · VITON-HD test, 1024×768 | FID: 12.47 -> 11.74 | Helped |
| Use ALIAS normalization with misalignment-aware region-separated standardization instead of channel-wise standardization (ablation) | VITON-HD · VITON-HD test, 1024×768 | SSIM: 0.893 -> 0.895 | Helped |
| Use VITON-HD rather than ACGPN | VITON-HD · VITON-HD test, 256×192 | FID: 26.45 -> 27.83 | Hurt |
| Use VITON-HD rather than CP-VTON and ACGPN | VITON-HD · VITON-HD test, across 256×192, 512×384, and 1024×768 | SSIM | Helped |
| Use VITON-HD rather than CP-VTON and ACGPN | VITON-HD · VITON-HD test, 1024×768 | FID: 43.39 -> 11.74 | Helped |
| Use VITON-HD's warping module rather than ClothFlow's optical-flow warping module | VITON-HD warping module · Warping module comparison | Warp-SSIM: 0.841 -> 0.782 | Hurt |
| Use VITON-HD's warping module rather than ClothFlow's optical-flow warping module | VITON-HD warping module · Warping module comparison | Mask-SSIM: 0.803 -> 0.852 | Helped |
| Use VITON-HD's warping module rather than ClothFlow's optical-flow warping module | VITON-HD warping module · Warping module comparison | MACs: 8.13G -> 4.47G | Helped |
| Add ALIAS normalization to handle misaligned regions | VITON-HD · Paired VITON-HD test, grouped by misalignment degree | LPIPS | Helped |
Closest papers by meaning
- 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)
- Towards Squeezing-Averse Virtual Try-On via Sequential Deformation (AAAI 2024 · similarity 0.87)
- Virtual Try-On: Real-Time Interactive Hybrid Network with High-Fidelity (AAAI 2024 · similarity 0.87)
- OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluation (NeurIPS 2026 · similarity 0.87)
- M&M VTO: Multi-Garment Virtual Try-On and Editing (CVPR 2024 · similarity 0.87)
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