Research map / Image generation / Image restoration
Reflection Removal Using Low-Rank Matrix Completion
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use low-rank matrix completion on gradient patches from multiple warped views | Reflection removal · Typical glass images with dominant transmitted scenes | Qualitative transmission-image fidelity | Helped |
| Use multiple views and gradient sparsity-based optimization | [10] · Glass images with complex patterns and textures | Texture preservation | Hurt |
| Use a single glass image rather than multiple views | [11] · Glass images with reflection artifacts | Reflection suppression | Hurt |
| Apply the method when the reflected scene is comparably dominant to the transmitted scene | Proposed reflection-removal algorithm · Glass image with a reflected check shirt | Transmission-image fidelity | Hurt |
| Use locally misaligned warped images | Proposed reflection-removal algorithm · Mannequin-neck example in Fig. 7 | Transmission-image fidelity | Hurt |
Closest papers by meaning
- Single Image Reflection Suppression (CVPR 2017 · similarity 0.90)
- Reflection Scene Separation From a Single Image (CVPR 2020 · similarity 0.89)
- Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation (CVPR 2025 · similarity 0.85)
- Multi-View Dynamic Reflection Prior for Video Glass Surface Detection (AAAI 2024 · similarity 0.85)
- Revisiting Single Image Reflection Removal In the Wild (CVPR 2024 · similarity 0.83)
- Learning to Remove Wrinkled Transparent Film with Polarized Prior (CVPR 2024 · similarity 0.83)
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