Research map / Image generation / Image restoration
EvUnroll: Neuromorphic Events Based Rolling Shutter Image Correction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use EvUnroll with an RS frame and corresponding events instead of image-only RS correction | Rolling shutter correction · Fastec-RS | PSNR: at least 2.98 dB | Helped |
| Use EvUnroll with the RS-event input | Rolling shutter correction · Gev-RS | PSNR: 30.14 vs 24.90 | Helped |
| Add the synthesis and deblurring modules to the flow-only variant (ablation) | EvUnroll · Gev-RS | PSNR: 23.45 -> 30.14 | Helped |
| Add the flow and deblurring modules to the synthesis-only variant (ablation) | EvUnroll · Gev-RS | PSNR: 29.02 -> 30.14 | Helped |
| Add the synthesis module to the flow-with-deblurring variant (ablation) | EvUnroll · Gev-RS | PSNR: 26.02 -> 30.14 | Helped |
| Add the flow module to the synthesis-with-deblurring variant (ablation) | EvUnroll · Gev-RS | PSNR: 29.50 -> 30.14 | Helped |
Closest papers by meaning
- EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling (CVPR 2024 · similarity 0.88)
- USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields (ICLR 2024 · similarity 0.87)
- Rolling Shutter Correction with Intermediate Distortion Flow Estimation (CVPR 2024 · similarity 0.86)
- Single Image Rolling Shutter Removal with Diffusion Models (AAAI 2025 · similarity 0.86)
- AE-NeRF: Augmenting Event-Based Neural Radiance Fields for Non-ideal Conditions and Larger Scenes (AAAI 2025 · similarity 0.83)
- Leveraging Asynchronous Spiking Neural Networks for Ultra Efficient Event-Based Visual Processing (AAAI 2025 · similarity 0.83)
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