Research map / Image generation / Image restoration
Anti-Glare: Tightly Constrained Optimization for Eyeglass Reflection Removal
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Anti-Glare instead of the strongest reported baseline, Li & Brown | Eyeglass reflection removal · Synthetic inputs | PSNR: 21.76 dB -> 34.40 dB | Helped |
| Use Anti-Glare instead of the strongest reported baseline, Li & Brown | Eyeglass reflection removal · Synthetic inputs | color SSIM: 0.8687 -> 0.9865 | Helped |
| Use Anti-Glare instead of the strongest reported baseline, Li & Brown | Eyeglass reflection removal · Synthetic inputs | gray SSIM: 0.8904 -> 0.9732 | Helped |
| Use Anti-Glare instead of the fastest reported baseline, Levin et al. | Eyeglass reflection removal · Eyeglass reflection removal images | processing time: 11.1 sec. -> 0.6 sec. | Helped |
| Use reflection sparsity only, without symmetry or tight constraints (ablation) | Anti-Glare · Synthetic reflection removal | PSNR: 35.80 dB -> 21.92 dB | Hurt |
| Add the facial symmetry prior to the sparsity-only variant (ablation) | Anti-Glare · Synthetic reflection removal | PSNR: 21.92 dB -> 28.92 dB | Helped |
| Add tight constraints to the symmetry-prior variant (ablation) | Anti-Glare · Synthetic reflection removal | PSNR: 28.92 dB -> 35.80 dB | Helped |
| Add the facial symmetry prior to the sparsity-only variant (ablation) | Anti-Glare · Synthetic reflection removal | SSIM: 0.8913 -> 0.9689 | Helped |
| Add tight constraints to the symmetry-prior variant (ablation) | Anti-Glare · Synthetic reflection removal | SSIM: 0.9689 -> 0.9880 | Helped |
| Remove the assumption that reflected gradients are sparse, asymmetric, piecewise constant, and color-tinted | Anti-Glare · Synthetic inputs | iris detection accuracy | Hurt |
Closest papers by meaning
- FIRM: Flexible Interactive Reflection ReMoval (AAAI 2025 · similarity 0.83)
- Multi-View Dynamic Reflection Prior for Video Glass Surface Detection (AAAI 2024 · similarity 0.82)
- Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation (CVPR 2025 · similarity 0.82)
- Revisiting Single Image Reflection Removal In the Wild (CVPR 2024 · similarity 0.82)
- Removing Reflections from RAW Photos (CVPR 2025 · similarity 0.82)
- Seeing the World through Your Eyes (CVPR 2024 · similarity 0.82)
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