Research map / 3D vision / Depth and stereo
Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine bidirectional warping streams, a deblurring stream, and deformable attention | JCD · BS-RSCD | LPIPS: 0.264 -> 0.122 | Helped |
| combine bidirectional warping streams, a deblurring stream, and deformable attention | JCD · Fastec-RS | LPIPS: 0.108 -> 0.107 | Helped |
| add the middle deblurring stream (ablation) | JCD · BS-RSCD | LPIPS: 0.181 -> 0.122 | Helped |
| add deformable convolution layers to the fusion module (ablation) | JCD · BS-RSCD | PSNR: 25.51 -> 26.42 | Helped |
| use bidirectional instead of a single warping stream (ablation) | JCD · BS-RSCD | PSNR: 25.47 -> 26.42 | Helped |
| add the middle deblurring stream (ablation) | JCD · Fastec-RS | LPIPS: 0.126 -> 0.107 | Helped |
| add deformable convolution layers to the fusion module (ablation) | JCD · Fastec-RS | PSNR: 25.32 -> 24.84 | Hurt |
| use bidirectional instead of a single warping stream (ablation) | JCD · Fastec-RS | PSNR: 24.36 -> 24.84 | Helped |
Closest papers by meaning
- Rolling Shutter Correction with Intermediate Distortion Flow Estimation (CVPR 2024 · similarity 0.89)
- Single Image Rolling Shutter Removal with Diffusion Models (AAAI 2025 · similarity 0.87)
- Motion Blur Decomposition with Cross-shutter Guidance (CVPR 2024 · similarity 0.85)
- Adaptive Window Pruning for Efficient Local Motion Deblurring (ICLR 2024 · similarity 0.84)
- USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields (ICLR 2024 · similarity 0.84)
- DynaMoDe-NeRF: Motion-aware Deblurring Neural Radiance Field for Dynamic Scenes (CVPR 2025 · similarity 0.84)
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