Research map / Video / Video segmentation and tracking
Unifying Motion Deblurring and Frame Interpolation With Events
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the unified EVDI framework instead of the strongest reported deblurring baseline | GoPro deblurring · GoPro | PSNR: 25.38 -> 30.40 | Helped |
| Use the unified EVDI framework instead of the strongest reported deblurring baseline | HQF deblurring · HQF | PSNR: 24.48 -> 24.77 | Helped |
| Use EVDI instead of the strongest reported interpolation baseline | GoPro 1 frame skip interpolation · GoPro | PSNR: 24.42 -> 29.17 | Helped |
| Use EVDI instead of the strongest reported interpolation baseline | HQF 1 frame skip interpolation · HQF | PSNR: 21.21 -> 23.09 | Helped |
| Use EVDI instead of the strongest reported interpolation baseline | GoPro 3 frame skips interpolation · GoPro | PSNR: 23.57 -> 28.77 | Helped |
| Use EVDI instead of the strongest reported interpolation baseline | HQF 3 frame skips interpolation · HQF | PSNR: 20.96 -> 22.24 | Helped |
| Add blurry-sharp consistency loss (ablation) | EVDI self-supervised training with blurry-event loss, sharp-event loss, and fusion · GoPro 1 frame skip unified test | PSNR: 28.07 -> 30.15 | Helped |
| Add sharp-event loss (ablation) | EVDI self-supervised training with blurry-sharp loss, blurry-event loss, and fusion · GoPro 1 frame skip unified test | PSNR: 29.97 -> 30.15 | Helped |
| Add blurry-event loss (ablation) | EVDI self-supervised training with blurry-sharp loss, sharp-event loss, and fusion · GoPro 1 frame skip unified test | PSNR: 28.07 -> 30.15 | Helped |
| Add the fusion network (ablation) | EVDI with all three self-supervised losses · GoPro 1 frame skip unified test | PSNR: 29.36 -> 30.15 | Helped |
| Use blurry-sharp loss alone rather than the full loss combination (ablation) | EVDI self-supervised training · GoPro 1 frame skip unified test | PSNR: 30.15 -> 22.66 | Hurt |
| Use blurry-event loss alone rather than the full loss combination (ablation) | EVDI self-supervised training · GoPro 1 frame skip unified test | PSNR: 30.15 -> 9.152 | Hurt |
Closest papers by meaning
- Frequency-aware Event-based Video Deblurring for Real-World Motion Blur (CVPR 2024 · similarity 0.89)
- Event-Enhanced Blurry Video Super-Resolution (AAAI 2025 · similarity 0.88)
- Motion-adaptive Transformer for Event-based Image Deblurring (AAAI 2025 · similarity 0.88)
- Latency Correction for Event-guided Deblurring and Frame Interpolation (CVPR 2024 · similarity 0.88)
- Motion Deblurring via Spatial-Temporal Collaboration of Frames and Events (AAAI 2024 · similarity 0.87)
- Parameterized Blur Kernel Prior Learning for Local Motion Deblurring (CVPR 2025 · similarity 0.87)
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