Video Generation on VBench
86.67Quality ScoreWAN2.1
Evaluation results
| Method | Links | |||||||||||||||||||||||||
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| WAN2.1Model category=Open-source models2026.02 | 86.67 | 86.22 | 84.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1 14BNFE=50×22026.01 | 86.67 | 86.22 | 84.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1 14BNFE=50x22026.01 | 86.67 | 86.22 | 84.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LanDiffModel category=Open-source models2026.02 | 86.13 | 85.43 | 82.61 | — | 97.08 | 92.71 | — | 94.94 | 86.69 | — | — | — | — | — | — | — | 98.73 | 96.11 | — | — | — | — | — | — | — | |
| DMD2-vNFE=42026.01 | 86.03 | 84.6 | 79.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=22026.01 | 85.78 | 84.79 | 80.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=22026.01 | 85.78 | 84.79 | 80.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTOMBackbone=Wan2.1-14B2025.10 | 85.73 | 84.92 | 81.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=32026.01 | 85.72 | 84.67 | 80.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=32026.01 | 85.71 | 84.48 | 79.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N2H5NFE=2.332026.01 | 85.71 | 84.68 | 80.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=22026.01 | 85.65 | 84.39 | 79.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1-14BBackbone=Wan2.1-14B2025.10 | 85.59 | 83.69 | 76.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=22026.01 | 85.57 | 85.05 | 82.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=22026.01 | 85.57 | 85.05 | 82.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoraModel category=Closed-source models2026.02 | 85.51 | 84.28 | 79.35 | — | 98.74 | 79.91 | — | 93.93 | 70.85 | — | — | — | — | — | — | — | 96.35 | 96.23 | — | — | — | — | — | — | — | |
| SoraModel Access=closed-source2024.05 | 85.51 | 84.28 | 79.35 | — | — | — | 63.46 | 93.93 | — | — | 74.29 | — | — | — | — | — | — | 96.23 | — | — | — | — | — | 56.95 | — | |
| VTokModel category=Our direct baselines2026.02 | 85.48 | 85.16 | 80.15 | — | 99.02 | 76.11 | — | 91.5 | 74.6 | — | — | — | — | — | — | — | 98.08 | 97.4 | — | — | — | — | — | — | — | |
| rCMNFE=42026.01 | 85.43 | 84.92 | 82.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=42026.01 | 85.43 | 84.92 | 82.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=42026.01 | 85.38 | 84.43 | 80.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=42026.01 | 85.37 | 84.52 | 81.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=42026.01 | 85.37 | 84.52 | 81.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan2.1 1.3BNFE=50x22026.01 | 85.3 | 84.26 | 80.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Wan et al., 2025Model size=at most 2B parameters2026.02 | 85.23 | 83.31 | 75.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Frame samplingModel category=Our direct baselines2026.02 | 85.14 | 83.95 | 77.2 | — | 98.99 | 72.29 | — | 88.26 | 70.45 | — | — | — | — | — | — | — | 97.81 | 97.4 | — | — | — | — | — | — | — | |
| HunyuanVideoModel category=Our direct baselines2026.02 | 85.09 | 83.24 | 75.82 | — | 98.99 | 70.83 | — | 86.1 | 68.55 | — | — | — | — | — | — | — | 97.76 | 97.37 | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=2.752026.01 | 85.09 | 84.62 | 82.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=2.752026.01 | 85.09 | 84.62 | 82.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HunyuanVideoModel Access=open-source2024.05 | 85.09 | 83.24 | 75.82 | — | — | — | 60.36 | 86.1 | — | — | 68.68 | — | — | — | — | — | — | 97.37 | — | — | — | — | — | 53.88 | — | |
| Hunyuan Video 13BNFE=50×22026.01 | 85.07 | 83.43 | 76.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N2H5NFE=1.172026.01 | 85.07 | 83.8 | 78.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hunyuan Video 13BNFE=50x22026.01 | 85.07 | 83.43 | 76.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=1.52026.01 | 85.03 | 83.79 | 78.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EasyAnimateModel Access=open-source2024.05 | 85.03 | 83.42 | 77.01 | — | — | — | 69.48 | 89.57 | — | — | 76.11 | — | — | — | — | — | — | 98 | — | — | — | — | — | 54.31 | — | |
| rCMNFE=22026.01 | 84.9 | 84.09 | 80.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=1.382026.01 | 84.89 | 84.24 | 81.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TMD-N4H5NFE=1.382026.01 | 84.89 | 84.24 | 81.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MiniMax-01Model Access=closed-source2024.05 | 84.85 | 83.41 | 77.65 | — | — | — | 63.03 | 87.83 | — | — | 75.5 | — | — | — | — | — | — | 97.51 | — | — | — | — | — | 50.68 | — | |
| Pyramid FlowParams (B)=2.0, Steps=202024.12 | 84.74 | 81.72 | 69.62 | 99.49 | 99.12 | 64.63 | 63.26 | 86.67 | 50.71 | 82.87 | 59.53 | 20.91 | 23.09 | 26.23 | — | — | — | — | — | — | — | — | — | — | — | |
| Jin et al., 2025Model size=at most 2B parameters2026.02 | 84.74 | 81.72 | 69.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Endless WorldVideo Length=60s, Interactive=false, Sink=true2025.12 | 84.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EasyAnimate-HybridModel Access=open-source, Attention Mechanism=Hybrid Windows Attention2024.05 | 84.7 | 83.27 | 77.54 | — | — | — | 70.64 | 92.24 | — | — | 77.32 | — | — | — | — | — | — | 97.76 | — | — | — | — | — | 56.1 | — | |
| DMD2-vNFE=12026.01 | 84.46 | 83.69 | 80.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=12026.01 | 84.46 | 83.69 | 80.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APTNFE=22026.01 | 84.39 | 81.85 | 71.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LongLiveVideo Length=60s, Interactive=true, Sink=true2025.12 | 84.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seaweed-7BNFE=25x22026.01 | 84.36 | 82.15 | 73.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMD2-vNFE=12026.01 | 84.28 | 83.24 | 79.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APTNFE=12026.01 | 84.21 | 82 | 73.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gen-3Model Access=closed-source2024.05 | 84.11 | 82.32 | 75.17 | — | — | — | 63.34 | 87.81 | — | — | 65.09 | — | — | — | — | — | — | 97.1 | — | — | — | — | — | 54.57 | — | |
| Emu3Params (B)=8.02024.12 | 84.09 | 80.96 | 68.43 | 98.57 | 98.93 | 79.27 | 59.64 | 86.17 | 44.64 | 88.34 | 68.73 | 20.92 | 23.26 | 24.79 | — | — | — | — | — | — | — | — | — | — | — | |
| T2V-Turbo-v2NFE=42026.01 | 83.93 | 82.34 | 75.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-forcingVideo Length=30s, Interactive=false, Sink=true2025.12 | 83.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViduModel Access=closed-source2024.05 | 83.85 | 81.89 | 74.04 | — | — | — | 60.87 | 88.43 | — | — | 66.18 | — | — | — | — | — | — | 94.63 | — | — | — | — | — | 46.07 | — | |
| DOLLARNFE=42026.01 | 83.83 | 82.57 | 77.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-forcingVideo Length=30s, Interactive=false, Sink=false2025.12 | 83.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Isobe et al., 2025Model size=at most 2B parameters2026.02 | 83.73 | 81.35 | 71.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=12026.01 | 83.6 | 82.65 | 78.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARLONModel category=Closed-source models2026.02 | 83.58 | 82.31 | 77.27 | — | 97.56 | 72.22 | — | 90.6 | 74.49 | — | — | — | — | — | — | — | 98.65 | 95.59 | — | — | — | — | — | — | — | |
| rCMNFE=12026.01 | 83.57 | 83.02 | 80.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| rCMNFE=12026.01 | 83.57 | 83.02 | 80.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DreamWorld2026.02 | 83.49 | — | 70.89 | 98.81 | 98.07 | 79.16 | — | 81.32 | 65.03 | 92.61 | 70.47 | — | — | — | — | 80.97 | 94.95 | 93.62 | — | — | — | — | — | 29.71 | 81.2 | |
| SnapGen-VParams (B)=0.6, Steps=42024.12 | 83.47 | 81.14 | 71.84 | 99.37 | 99.29 | 51.11 | 62.19 | 92.22 | 54.34 | 86.63 | 56.2 | 20.17 | 25.18 | 27.42 | — | — | — | — | — | — | — | — | — | — | — | |
| Wu et al., 2025Model size=at most 2B parameters2026.02 | 83.47 | 81.14 | 71.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Kling2024.12 | 83.39 | 81.85 | 75.68 | 99.3 | 99.4 | 46.94 | 61.21 | 87.24 | 68.05 | 89.9 | 73.03 | 19.62 | 24.17 | 26.42 | — | — | — | — | — | — | — | — | — | — | — | |
| Huang et al., 2025Model size=at most 2B parameters2026.02 | 83.36 | 81.91 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JimengModel Access=closed-source2024.05 | 83.29 | 81.97 | 76.69 | — | — | — | 68.8 | 89.62 | — | — | 77.45 | — | — | — | — | — | — | 97.25 | — | — | — | — | — | 44.94 | — | |
| HLA-3F-R1-10Model size=at most 2B parameters, Base Model=Wan2.1-1.3B, Factors=3F, Resolution=R1, Layers=102026.02 | 83.22 | 81.42 | 74.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTOMBackbone=CogVideoX-5B2025.10 | 83.14 | 83.18 | 83.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Pika-1.02024.12 | 82.92 | 80.69 | 71.77 | 99.74 | 99.5 | 47.5 | 62.04 | 88.72 | 43.08 | 90.57 | 61.03 | 22.26 | 24.22 | 25.94 | — | — | — | — | — | — | — | — | — | — | — | |
| AnimateDiff-V2Params (B)=1.2, Steps=252024.12 | 82.9 | 80.27 | 69.75 | 98.75 | 97.76 | 40.83 | 67.16 | 90.9 | 36.88 | 87.47 | 34.6 | 22.42 | 26.03 | 27.04 | — | — | — | — | — | — | — | — | — | — | — | |
| AnimateDiff-V2Model Access=open-source2024.05 | 82.9 | 80.27 | 69.75 | — | — | — | 67.16 | 90.9 | — | — | 34.6 | — | — | — | — | — | — | 95.3 | — | — | — | — | — | 50.19 | — | |
| CogVideoX1.5-5BModel Access=open-source2024.05 | 82.78 | 82.17 | 79.76 | — | — | — | 62.79 | 87.47 | — | — | 80.25 | — | — | — | — | — | — | 96.87 | — | — | — | — | — | 52.91 | — | |
| CogVideoXParams (B)=5.0, Steps=502024.12 | 82.75 | 81.61 | 77.04 | 98.66 | 96.92 | 70.97 | 61.98 | 85.23 | 62.11 | 82.81 | 66.35 | 24.91 | 25.38 | 27.59 | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-5BModel category=Open-source models2026.02 | 82.75 | 81.61 | 77.04 | — | 96.92 | 70.97 | — | 85.23 | 62.11 | — | — | — | — | — | — | — | 96.52 | 96.23 | — | — | — | — | — | — | — | |
| CogVideoX-5BModel Access=open-source2024.05 | 82.75 | 81.61 | 77.04 | — | — | — | 61.98 | 85.23 | — | — | 66.35 | — | — | — | — | — | — | 96.23 | — | — | — | — | — | 53.2 | — | |
| CogVideoX-5BBackbone=CogVideoX-5B2025.10 | 82.72 | 82.01 | 79.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RepVideoModel category=Open-source models2026.02 | 82.7 | 81.94 | 78.16 | — | 98.13 | 57.78 | — | 87.83 | 71.18 | — | — | — | — | — | — | — | 96.56 | 96.25 | — | — | — | — | — | — | — | |
| Mochi-1Model category=Open-source models2026.02 | 82.64 | 80.13 | 70.08 | — | 99.02 | 61.85 | — | 86.51 | 50.47 | — | — | — | — | — | — | — | 97.28 | 96.99 | — | — | — | — | — | — | — | |
| T2V-TurboParams (B)=1.6, Steps=42024.12 | 82.57 | 81.01 | 74.76 | 97.48 | 97.34 | 49.17 | 63.04 | 93.96 | 54.65 | 89.9 | 38.67 | 24.42 | 25.51 | 28.16 | — | — | — | — | — | — | — | — | — | — | — | |
| Yang et al., 2025bModel size=at most 2B parameters2026.02 | 82.48 | 81.55 | 77.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-2BNFE=50x22026.01 | 82.48 | 81.55 | 77.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-forcingVideo Length=60s, Interactive=true, Sink=false2025.12 | 82.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnimateLCMParams (B)=1.2, Steps=42024.12 | 82.36 | 79.42 | 67.65 | 98.52 | 98.16 | 40.56 | 67.01 | 91.41 | 29.76 | 84.24 | 37.14 | 20.97 | 25.16 | 26.07 | — | — | — | — | — | — | — | — | — | — | — | |
| HaCohen et al., 2024Model size=at most 2B parameters2026.02 | 82.3 | 80 | 70.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter-2.0Params (B)=1.9, Steps=502024.12 | 82.2 | 80.44 | 73.42 | 98.41 | 97.73 | 42.5 | 63.13 | 92.55 | 40.66 | 92.92 | 35.86 | 25.13 | 25.84 | 28.23 | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter2 1.4BNFE=50x22026.01 | 82.2 | 80.44 | 73.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoCrafter-2.0Model Access=open-source2024.05 | 82.2 | 80.44 | 73.42 | — | — | — | 63.13 | 92.55 | — | — | 34.6 | — | — | — | — | — | — | 96.85 | — | — | — | — | — | 42.44 | — | |
| CogVideoXParams (B)=1.6, Steps=502024.12 | 82.18 | 80.91 | 75.83 | 98.89 | 97.73 | 59.86 | 60.82 | 83.37 | 62.63 | 79.41 | 69.9 | 24.8 | 24.36 | 26.66 | — | — | — | — | — | — | — | — | — | — | — | |
| LVDBackbone=Wan2.1-14B2025.10 | 81.86 | 81.06 | 77.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OpenSora V1.2Params (B)=1.2, Steps=302024.12 | 81.35 | 79.76 | 73.39 | 99.53 | 98.5 | 42.39 | 56.85 | 82.22 | 51.83 | 90.08 | 68.56 | 23.95 | 24.54 | 26.85 | — | — | — | — | — | — | — | — | — | — | — | |
| Peng et al., 2025Model size=at most 2B parameters2026.02 | 81.35 | 79.76 | 73.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OpenSora V1.2Model Access=open-source2024.05 | 81.35 | 79.76 | 73.39 | — | — | — | 56.85 | 82.22 | — | — | 68.56 | — | — | — | — | — | — | 96.75 | — | — | — | — | — | 50.19 | — | |
| Wan2.1-T2V-1.3BFine-tuned=true2026.02 | 81.26 | — | 68.47 | 99.36 | 97.21 | 54.08 | — | 79.9 | 58.2 | 88.57 | 63.31 | — | — | — | — | 78.71 | 95.81 | 93.59 | — | — | — | — | — | 28.55 | 78.98 | |
| VideoJAMRe-implementation=true2026.02 | 81.18 | — | 69.08 | 99.13 | 96.05 | 73.88 | — | 79.22 | 59.66 | 88.92 | 66.17 | — | — | — | — | 78.76 | 96.01 | 91.51 | — | — | — | — | — | 28.34 | 79.2 | |
| ProPhyBase Model=CogVideoX-5B2025.12 | 81 | — | — | 98.3 | 98.7 | 72 | 47.6 | — | — | — | — | — | — | — | — | — | 95.1 | 93.2 | 66 | — | — | — | — | — | — | |
| SkyReels-V2Video Length=60s, Interactive=true, Sink=false2025.12 | 80.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Show-1Model category=Open-source models2026.02 | 80.42 | 78.93 | 72.98 | — | 98.43 | 44.44 | — | 93.07 | 45.47 | — | — | — | — | — | — | — | 96.02 | 95.53 | — | — | — | — | — | — | — | |
| OpenSoraPlan V1.3Model Access=open-source2024.05 | 80.14 | 77.23 | 65.62 | — | — | — | 60.42 | 85.56 | — | — | 51.61 | — | — | — | — | — | — | 97.79 | — | — | — | — | — | 36.73 | — |