Research map / Video / Video segmentation and tracking
BasicVSR++: Improving Video Super-Resolution With Enhanced Propagation and Alignment
Check 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 |
|---|---|---|---|
| Replace IconVSR with BasicVSR++ | Video super-resolution · REDS4 BI | PSNR (dB): 31.67 -> 32.39 | Helped |
| Add flow-guided deformable alignment (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 31.48 -> 31.94 | Helped |
| Add second-order propagation (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 31.94 -> 32.08 | Helped |
| Add grid propagation (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 32.08 -> 32.39 | Helped |
| Remove optical-flow guidance from deformable alignment (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 32.39 -> 27.44 | Hurt |
| Use optical flow only as offset-fidelity loss supervision rather than as base offsets (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 32.39 -> 30.22 | Hurt |
| Increase propagation orders or iterations beyond two (ablation) | BasicVSR++ · REDS4 | PSNR (dB): 0.05 dB | No clear effect |
Closest papers by meaning
- BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond (CVPR 2021 · similarity 0.93)
- Enhancing Video Super-Resolution via Implicit Resampling-based Alignment (CVPR 2024 · similarity 0.87)
- Rethinking Alignment in Video Super-Resolution Transformers (NeurIPS 2022 · similarity 0.87)
- Event-Enhanced Blurry Video Super-Resolution (AAAI 2025 · similarity 0.87)
- Sequence Matters: Harnessing Video Models in 3D Super-Resolution (AAAI 2025 · similarity 0.86)
- Arbitrary-Scale Video Super-resolution Guided by Dynamic Context (AAAI 2024 · similarity 0.85)
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.