Research map / Video / Video segmentation and tracking
Event-Based Frame Interpolation With Ad-Hoc Deblurring
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use REFID instead of E2VID+ | blurry frame interpolation · GoPro 11+1 | PSNR: 33.82 -> 35.90 | Helped |
| Use REFID instead of E2VID+ | blurry frame interpolation · HighREV 11+1 | PSNR: 36.36 -> 37.65 | Helped |
| Use REFID instead of Time Lens | sharp frame interpolation · HighREV 7 frames skip | PSNR: 32.81 -> 38.38 | Helped |
| Use REFID instead of EFNet | image deblurring · GoPro | PSNR: 35.46 -> 35.91 | Helped |
| Add multi-scale connections between image and event branches (ablation) | REFID · GoPro 11+1 | PSNR: 33.24 -> 33.61 | Helped |
| Add recurrent event modeling (ablation) | REFID · GoPro 11+1 | PSNR: 33.61 -> 35.36 | Helped |
| Replace ConvLSTM with the EVR block (ablation) | REFID · GoPro 11+1 | PSNR: 34.39 -> 35.81 | Helped |
| Replace ConvGRU with the EVR block (ablation) | REFID · GoPro 11+1 | PSNR: 34.54 -> 35.81 | Helped |
| Add bidirectional instead of unidirectional EVR (ablation) | REFID · GoPro 11+1 | PSNR: 35.36 -> 35.81 | Helped |
| Add EGACA instead of additive fusion (ablation) | REFID · GoPro 11+1 | PSNR: 35.81 -> 36.12 | Helped |
Closest papers by meaning
- Frequency-aware Event-based Video Deblurring for Real-World Motion Blur (CVPR 2024 · similarity 0.91)
- Repurposing Pre-trained Video Diffusion Models for Event-based Video Interpolation (CVPR 2025 · similarity 0.89)
- Latency Correction for Event-guided Deblurring and Frame Interpolation (CVPR 2024 · similarity 0.89)
- Motion-adaptive Transformer for Event-based Image Deblurring (AAAI 2025 · similarity 0.88)
- Event-Enhanced Blurry Video Super-Resolution (AAAI 2025 · similarity 0.88)
- Motion Deblurring via Spatial-Temporal Collaboration of Frames and Events (AAAI 2024 · similarity 0.88)
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