Research map / Video / Video segmentation and tracking
Turning Frequency to Resolution: Video Super-Resolution via Event Cameras
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add event-based asynchronous interpolation and event data to RBPN | RBPN · CED, 2× | PSNR: 36.66 -> 37.32 | Helped |
| Add event-based asynchronous interpolation and event data to RBPN | RBPN · Simulated color event dataset, 2× | PSNR: 31.57 -> 32.10 | Helped |
| Add event-based asynchronous interpolation and event data to RBPN | RBPN · CED, 4× | PSNR: 29.80 -> 30.15 | Helped |
| Add the EAI module and LR-BAI loss (ablation) | VSR module · CED, 2× | PSNR: 36.66 -> 37.04 | Helped |
| Add the HR-BAI loss (ablation) | E-VSR · CED, 2× | PSNR: 37.04 -> 37.32 | Helped |
| Add dynamic convolution to EAI (ablation) | E-VSR · CED, 2× | PSNR: 36.98 -> 37.32 | Helped |
| Use 2 rather than 3 bins for uniform event representations (ablation) | E-VSR · CED, 2× | PSNR: 37.18 -> 37.32 | Helped |
Closest papers by meaning
- EvSTVSR: Event Guided Space-Time Video Super-Resolution (AAAI 2025 · similarity 0.90)
- Event-Enhanced Blurry Video Super-Resolution (AAAI 2025 · similarity 0.88)
- EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events (CVPR 2025 · similarity 0.88)
- Event-based Video Super-Resolution via State Space Models (CVPR 2025 · similarity 0.88)
- VideoGigaGAN: Towards Detail-rich Video Super-Resolution (CVPR 2025 · similarity 0.87)
- Arbitrary-Scale Video Super-resolution Guided by Dynamic Context (AAAI 2024 · similarity 0.87)
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