Research map / Video / Video segmentation and tracking
Frame-Consistent Recurrent Video Deraining With Dual-Level Flow
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use the proposed two-stage recurrent deraining method | video deraining · RainSynLight25 | PSNR: 32.96 -> 35.80 | Helped |
| use the proposed two-stage recurrent deraining method | video deraining · RainSynHeavy25 | PSNR: 24.13 -> 27.72 | Helped |
| use the proposed two-stage recurrent deraining method | video deraining · NTURain | PSNR: 32.61 -> 36.05 | Helped |
| use the proposed method instead of J4RNet-P | video deraining · RainSynAll100 | SSIM: 0.7746 -> 0.8989 | Helped |
| add SF-DerainNet (ablation) | the recurrent video deraining network · RainSynAll100 | PSNR: 21.70 -> 25.89 | Helped |
| add LSTM memory across frames (ablation) | the recurrent video deraining network · RainSynAll100 | PSNR: 26.11 -> 25.89 | Helped |
| add the inverse recovery module (ablation) | the recurrent video deraining network · RainSynAll100 | SSIM: 0.8683 -> 0.9043 | Helped |
| add MF-Alignment (ablation) | the recurrent video deraining network · RainSynAll100 | SSIM: 0.9125 -> 0.9125 | No clear effect |
| add dual-level flow constraints (ablation) | the proposed video deraining network · RainSynAll100 | temporal consistency | Helped |
Closest papers by meaning
- Self-Aligned Video Deraining With Transmission-Depth Consistency (CVPR 2021 · similarity 0.91)
- Semi-Supervised Video Deraining With Dynamical Rain Generator (CVPR 2021 · similarity 0.89)
- Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos (CVPR 2018 · similarity 0.89)
- Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining (CVPR 2025 · similarity 0.88)
- NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction (AAAI 2024 · similarity 0.87)
- Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains (ICLR 2024 · similarity 0.86)
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