Research map / Image generation / Image restoration
EvShutter: Transforming Events for Unconstrained Rolling Shutter Correction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add FnF event transformation to the warping encoder (ablation) | EvShutter warping encoder on RS-ERGB validation · RS-ERGB validation | PSNR: 28.39 -> 29.16 | Helped |
| Add FnF event transformation to the synthesis encoder (ablation) | EvShutter synthesis encoder on RS-ERGB validation · RS-ERGB validation | PSNR: 25.87 -> 29.79 | Helped |
| Add FnF event transformation to the full warping-and-synthesis pipeline (ablation) | EvShutter on RS-ERGB validation · RS-ERGB validation | PSNR: 28.97 -> 31.58 | Helped |
| Add optical-flow estimates to predict deblur kernels instead of estimating them from raw events (ablation) | EvShutter deblurring module on RS-ERGB · RS-ERGB | PSNR: 34.92 -> 36.32 | Helped |
| Use EvShutter rather than the strongest image-based baseline | RS-ERGB-Sharp · RS-ERGB-Sharp | PSNR [dB]: 22.97 -> 32.13 | Helped |
| Use EvShutter rather than EvUnroll | RS-ERGB-Sharp · RS-ERGB-Sharp | PSNR [dB]: 31.38 -> 32.13 | Helped |
| Use EvShutter rather than EvUnroll | RS-ERGB-Blurry · RS-ERGB-Blurry | PSNR [dB]: 31.07 -> 31.55 | Helped |
| Use EvShutter rather than EvUnroll | Fastec-RS · Fastec-RS | PSNR: 31.32 -> 32.41 | Helped |
Closest papers by meaning
- EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling (CVPR 2024 · similarity 0.90)
- Rolling Shutter Correction with Intermediate Distortion Flow Estimation (CVPR 2024 · similarity 0.89)
- Single Image Rolling Shutter Removal with Diffusion Models (AAAI 2025 · similarity 0.88)
- Latency Correction for Event-guided Deblurring and Frame Interpolation (CVPR 2024 · similarity 0.85)
- Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach (CVPR 2024 · similarity 0.84)
- USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields (ICLR 2024 · similarity 0.84)
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