| DC-VSR: Spatially and Temporally Consistent Video Super-Resolution with Video Diffusion Prior | | 28.71 | 0.8550 | DC-VSR (alternating SAP/TAP) | 2025-02-05 |
| STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution | | 28.59 | 0.8451 | STCDiT-tiny (extra data) | 2025-11-24 |
| DAM-VSR: Disentanglement of Appearance and Motion for Video Super-Resolution | | 27.011 | 0.776 | DAM-VSR (ResShift ISR) (extra data) | 2025-07-01 |
| SparkVSR: Interactive Video Super-Resolution via Sparse Keyframe Propagation | ✓ Link | 26.62 | 0.7756 | SparkVSR (no reference) | 2026-03-17 |
| DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution | ✓ Link | 26.48 | 0.7827 | DOVE | 2025-05-22 |
| RealViformer: Investigating Attention for Real-World Video Super-Resolution | ✓ Link | 26.42 | 0.7609 | RealViformer | 2024-07-19 |
| SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training | ✓ Link | 26.26 | 0.798 | SeedVR2-7B | 2025-06-05 |
| Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolution | ✓ Link | 25.99 | 0.7548 | MGLD-VSR | 2023-12-01 |
| Towards Redundancy Reduction in Diffusion Models for Efficient Video Super-Resolution | | 25.63 | 0.7579 | OASIS (extra data) | 2025-09-28 |
| SwiftVR: Real-Time One-Step Generative Video Restoration | ✓ Link | 25.58 | 0.7659 | SwiftVR | 2026-06-08 |
| DUO-VSR: Dual-Stream Distillation for One-Step Video Super-Resolution | | 24.94 | 0.726 | DUO-VSR (extra data) | 2026-03-23 |
| InfVSR: Breaking Length Limits of Generic Video Super-Resolution | | 24.86 | 0.7274 | InfVSR (extra data) | 2025-10-01 |
| Asymmetric VAE for One-Step Video Super-Resolution Acceleration | | 24.36 | 0.7184 | FastVSR (f8 encoder / f16 decoder) (extra data) | 2025-09-29 |
| LSGQuant: Layer-Sensitivity Guided Quantization for One-Step Diffusion Real-World Video Super-Resolution | | 23.80 | 0.7130 | LSGQuant W4A4 (extra data) | 2026-02-03 |
| DiffVSR: Enhancing Real-World Video Super-Resolution with Diffusion Models for Advanced Visual Quality and Temporal Consistency | | 23.181 | | DiffVSR (extra data) | 2025-01-17 |
| LiteVSR: Lightweight Adaptation of Frozen Diffusion Transformers for Video Super-Resolution | | 23.01 | | LiteVSR (Wan2.2-5B, 5-step full-rank adapter) (extra data) | 2026-06-08 |