Research map / Image generation / Image restoration
Reflection Scene Separation From a Single Image
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use the proposed separation network instead of CoRRN | reflection component separation · Reflection component separation evaluation dataset | LPIPS: 0.491 -> 0.194 | Helped |
| use the proposed separation network instead of Zhang et al. | reflection component separation · Reflection component separation evaluation dataset | SSIM: 0.854 -> 0.942 | Helped |
| use the proposed separation network instead of Zhang et al. | reflection component separation · Reflection component separation evaluation dataset | PSNR: 25.625 -> 35.085 | Helped |
| use the proposed enhancement network instead of CycleGAN | reflection scene enhancement · Reflection scene enhancement evaluation dataset | LPIPS: 0.202 -> 0.151 | Helped |
| use the proposed enhancement network instead of CycleGAN | reflection scene enhancement · Reflection scene enhancement evaluation dataset | SSIM: 0.583 -> 0.716 | Helped |
| use the proposed enhancement network instead of CycleGAN | reflection scene enhancement · Reflection scene enhancement evaluation dataset | PSNR: 15.581 -> 16.886 | Helped |
| add a separation stage before enhancement (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | LPIPS: 0.401 -> 0.151 | Helped |
| add a separation stage before enhancement (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | SSIM: 0.584 -> 0.716 | Helped |
| add a separation stage before enhancement (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | PSNR: 12.856 -> 16.886 | Helped |
| add color loss to the shift-invariant loss (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | LPIPS: 0.198 -> 0.151 | Helped |
| add color loss to the shift-invariant loss (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | SSIM: 0.675 -> 0.716 | Helped |
| add color loss to the shift-invariant loss (ablation) | reflection scene enhancement · Reflection scene enhancement evaluation dataset | PSNR: 14.875 -> 16.886 | Helped |
Closest papers by meaning
- Reflection Removal Using Low-Rank Matrix Completion (CVPR 2017 · similarity 0.89)
- Single Image Reflection Removal With Physically-Based Training Images (CVPR 2020 · similarity 0.88)
- Reflection Separation using a Pair of Unpolarized and Polarized Images (NeurIPS 2019 · similarity 0.87)
- Single Image Reflection Removal Beyond Linearity (CVPR 2019 · similarity 0.87)
- Multi-View Dynamic Reflection Prior for Video Glass Surface Detection (AAAI 2024 · similarity 0.86)
- Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation (CVPR 2025 · similarity 0.85)
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