Research map / Video / Video segmentation and tracking
Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use SPAC-CNN instead of DDN-CVPR17 | Rain removal · Panning unstable camera (avg. a) | PSNR: 28.82 -> 31.11 | Helped |
| use SPAC-CNN instead of DDN-CVPR17 | Rain removal · Fast camera (20–30 km/h; avg. b) | PSNR: 30.23 -> 33.19 | Helped |
| add F1 (occluded-background feature) (ablation) | SPAC-CNN · Clip a1 | PSNR: 25.28 -> 29.78 | Helped |
| add F2 (temporal-consistency feature) (ablation) | SPAC-CNN · Clip a1 | PSNR: 28.87 -> 29.78 | Helped |
| add F3 (high-frequency-detail feature) (ablation) | SPAC-CNN · Clip a1 | PSNR: 27.63 -> 29.78 | Helped |
| add F1 (occluded-background feature) (ablation) | SPAC-CNN · Clip b4 | PSNR: 28.62 -> 33.79 | Helped |
| add F2 (temporal-consistency feature) (ablation) | SPAC-CNN · Clip b4 | PSNR: 31.97 -> 33.79 | Helped |
| add F3 (high-frequency-detail feature) (ablation) | SPAC-CNN · Clip b4 | PSNR: 32.99 -> 33.79 | Helped |
Closest papers by meaning
- Self-Aligned Video Deraining With Transmission-Depth Consistency (CVPR 2021 · similarity 0.91)
- Spatial Attentive Single-Image Deraining With a High Quality Real Rain Dataset (CVPR 2019 · similarity 0.91)
- Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos (CVPR 2018 · similarity 0.91)
- Towards Universal Rainy Image Restoration: Benchmark and Baseline (AAAI 2025 · similarity 0.88)
- Boosting Image De-Raining via Central-Surrounding Synergistic Convolution (AAAI 2025 · similarity 0.88)
- Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains (ICLR 2024 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.