| PS-SR: Pseudo-Single-Step Video Super-Resolution via Speculative Diffusion | | 62.091 | 0.3155 | 4.6975 | | PS-SR | 2026-06-05 |
| DUO-VSR: Dual-Stream Distillation for One-Step Video Super-Resolution | | 59.24 | 0.3925 | 4.08 | 0.6971 | DUO-VSR (extra data) | 2026-03-23 |
| Rethinking Diffusion Model-Based Video Super-Resolution: Leveraging Dense Guidance from Aligned Features | | 59.05 | 0.498 | | 0.7599 | DGAF-VSR (extra data) | 2025-11-21 |
| LiteVSR: Lightweight Adaptation of Frozen Diffusion Transformers for Video Super-Resolution | | 59.05 | 0.4681 | 3.76 | 0.4846 | LiteVSR (Wan2.2-5B, 5-step full-rank adapter) (extra data) | 2026-06-08 |
| DAM-VSR: Disentanglement of Appearance and Motion for Video Super-Resolution | | 58.409 | 0.475 | | 0.74563 | DAM-VSR (InvSR ISR) (extra data) | 2025-07-01 |
| DC-VSR: Spatially and Temporally Consistent Video Super-Resolution with Video Diffusion Prior | | 58.15 | | | | DC-VSR (alternating SAP/TAP) | 2025-02-05 |
| Upscale-A-Video: Temporal-Consistent Diffusion Model for Real-World Video Super-Resolution | ✓ Link | 57.99 | 0.530 | | | Upscale-A-Video | 2023-12-11 |
| DiffVSR: Enhancing Real-World Video Super-Resolution with Diffusion Models for Advanced Visual Quality and Temporal Consistency | | 57.812 | 0.682 | | 0.747 | DiffVSR (extra data) | 2025-01-17 |
| RealisVSR: Detail-enhanced Diffusion for Real-World 4K Video Super-Resolution | | 56.40 | | 5.18 | | RealisVSR | 2025-07-25 |
| InfVSR: Breaking Length Limits of Generic Video Super-Resolution | | 56.26 | 0.4454 | | 0.7556 | InfVSR (extra data) | 2025-10-01 |
| FlashVSR: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution | ✓ Link | 55.48 | 0.4184 | 3.803 | | FlashVSR (Full) | 2025-10-14 |
| SwiftVR: Real-Time One-Step Generative Video Restoration | ✓ Link | 55.43 | 0.3789 | 4.0468 | | SwiftVR | 2026-06-08 |
| SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration | ✓ Link | 54.41 | 0.355 | 3.874 | 0.08009 | SeedVR-3B (extra data) | 2025-01-02 |
| Asymmetric VAE for One-Step Video Super-Resolution Acceleration | | 53.11 | 0.4513 | | 0.7432 | FastVSR (f8 encoder / f16 decoder) (extra data) | 2025-09-29 |
| SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training | ✓ Link | 51.09 | 0.295 | 4.687 | 0.08176 | SeedVR2-3B | 2025-06-05 |
| STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution | | 48.54 | | | 0.5701 | STCDiT (extra data) | 2025-11-24 |
| FlashVSR+: Efficient Video Super-Resolution via Hybrid Attention and Reward-Yield Distribution Matching | ✓ Link | 47.64 | | 4.619 | | FlashVSR+ (Ours-Base) | 2026-10-13 |
| Investigating Tradeoffs in Real-World Video Super-Resolution | ✓ Link | | | 2.5693 | | RealBasicVSR | 2021-11-24 |
| NegVSR: Augmenting Negatives for Generalized Noise Modeling in Real-World Video Super-Resolution | | | | 3.188 | | NegVSR | 2023-05-24 |
| Stream-DiffVSR: Low-Latency Streamable Video Super-Resolution via Auto-Regressive Diffusion | ✓ Link | | | 3.929 | | Stream-DiffVSR (4-step) | 2025-12-29 |