Research map / Video / Video segmentation and tracking
Deep Recurrent Neural Network with Multi-Scale Bi-directional Propagation for Video Deblurring
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 RNN-MBP instead of HINet | GOPRO deblurring · GOPRO | PSNR: 32.71 -> 33.32 | Helped |
| Train RNN-MBP on RBVD rather than GOPRO | RNN-MBP · RBVD | PSNR: 22.826 -> 26.555 | Helped |
| Add multi-scale bidirectional propagation to the basic RNN (ablation) | Baseline video deblurring model · GOPRO | PSNR: 31.443 -> 32.087 | Helped |
| Add SpyNet alignment to the basic RNN (ablation) | Baseline video deblurring model · GOPRO | PSNR: 31.443 -> 30.689 | Hurt |
| Add deformable alignment layers to the basic RNN (ablation) | Baseline video deblurring model · GOPRO | PSNR: 31.443 -> 26.234 | Hurt |
| Add Target Frame Re-constructor to Baseline+MBP (ablation) | Baseline+MBP · GOPRO | PSNR: 32.087 -> 33.319 | Helped |
| Add Target Frame Re-constructor to Baseline+MBP (ablation) | Baseline+MBP · GOPRO | SSIM: 0.9524 -> 0.9627 | Helped |
Closest papers by meaning
- Recurrent Neural Networks With Intra-Frame Iterations for Video Deblurring (CVPR 2019 · similarity 0.90)
- Scale-Recurrent Network for Deep Image Deblurring (CVPR 2018 · similarity 0.90)
- Deep Video Deblurring for Hand-Held Cameras (CVPR 2017 · similarity 0.89)
- Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training (CVPR 2020 · similarity 0.89)
- Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring (CVPR 2024 · similarity 0.88)
- Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring (CVPR 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.