Research map / Video / Video segmentation and tracking
Self-Learning Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use self-learned temporal correlation and consistency instead of SpacCNN | video rain streak removal on NTURain test · NTURain test | PSNR: 33.11 -> 34.89 | Helped |
| use self-learned temporal correlation and consistency instead of SpacCNN | video rain streak removal on NTURain test · NTURain test | SSIM: 0.9475 -> 0.9540 | Helped |
| add EHNet detail enhancement to PredNet (ablation) | SLDNet on NTURain · NTURain | PSNR: 33.61 -> 34.89 | Helped |
| add EHNet detail enhancement to PredNet (ablation) | SLDNet on NTURain · NTURain | SSIM: 0.9436 -> 0.9537 | Helped |
| add PredNet temporal prediction to EHNet (ablation) | SLDNet on NTURain · NTURain | PSNR: 33.62 -> 34.89 | Helped |
| add PredNet temporal prediction to EHNet (ablation) | SLDNet on NTURain · NTURain | SSIM: 0.9465 -> 0.9537 | Helped |
| add optical flow finetuning (ablation) | SLDNet on NTURain b1-b4 · NTURain b1-b4 | PSNR: 34.35 -> 35.48 | Helped |
| add optical flow finetuning (ablation) | SLDNet on NTURain b1-b4 · NTURain b1-b4 | SSIM: 0.9546 -> 0.9577 | Helped |
| add rain region guidance (ablation) | SLDNet with optical flow finetuning on NTURain b1-b4 · NTURain b1-b4 | PSNR: 35.48 -> 35.78 | Helped |
| add rain region guidance (ablation) | SLDNet with optical flow finetuning on NTURain b1-b4 · NTURain b1-b4 | SSIM: 0.9577 -> 0.9588 | Helped |
Closest papers by meaning
- Self-Aligned Video Deraining With Transmission-Depth Consistency (CVPR 2021 · similarity 0.93)
- Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos (CVPR 2018 · similarity 0.92)
- Video Rain Streak Removal by Multiscale Convolutional Sparse Coding (CVPR 2018 · similarity 0.91)
- Removing Raindrops and Rain Streaks in One Go (CVPR 2021 · similarity 0.91)
- Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining (CVPR 2025 · similarity 0.88)
- Boosting Image De-Raining via Central-Surrounding Synergistic Convolution (AAAI 2025 · similarity 0.88)
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