Video Generation on VBench (Comprehensive Perceptual and Scoring Metrics)
85.11Total ScoreLance
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LanceParams.=3B, Category=Unified, LLM rewriters=true2026.05 | 85.11 | 64.33 | 23.14 | 94.28 | 92.61 | 75.83 | 97.8 | 66.78 | 95.93 | 93.86 | 96.58 | 27.04 | 64.75 | 93.61 | 94.52 | 99.66 | 25.53 | 85.14 | 84.96 | |
| LanceParams.=3B, LLM rewriters=true2026.05 | 85.11 | — | 23.14 | — | 92.61 | — | 97.8 | — | — | 93.86 | — | 27.04 | 64.75 | 93.61 | — | — | 25.53 | — | — | |
| TUNAParams.=1.5B, Category=Unified2026.05 | 84.06 | 65.88 | 23.18 | 96.72 | 87.67 | 69.39 | 97.5 | 66.83 | 98.33 | 92.31 | 95.41 | 27.71 | 58.59 | 78.12 | 95.99 | 98.02 | 24.68 | 84.32 | 83.04 | |
| TUNAParams.=1.5B, LLM rewriters=false2026.05 | 84.06 | — | 23.18 | — | 87.67 | — | 97.5 | — | — | 92.31 | — | 27.71 | 58.59 | 78.12 | — | — | 24.68 | — | — | |
| Self Forcing#Params=1.3B, Throughput (FPS)=15.30, Latency (s)=0.902026.06 | 83.95 | 65.84 | — | — | — | — | — | — | — | — | — | — | — | 80.12 | — | — | 24.33 | 84.89 | 80.2 | |
| DSA (14B-Teacher)#Params=1.3B, Throughput (FPS)=22.01, Latency (s)=0.912026.06 | 83.95 | 67.02 | — | — | — | — | — | — | — | — | — | — | — | 84.82 | — | — | 24.12 | 84.5 | 81.73 | |
| OSP-NextArchitecture=Sparse Attention2026.05 | 83.73 | 66.91 | 21.93 | 96.95 | 87.05 | 70.83 | 97.2 | 69.64 | 98.09 | 77.48 | 90.1 | 26.34 | 49.39 | 73.65 | 96.3 | 98.49 | 24.05 | 85.19 | 77.86 | |
| DSA (1.3B-Teacher)#Params=1.3B, Throughput (FPS)=22.63, Latency (s)=0.912026.06 | 83.73 | 64.72 | — | — | — | — | — | — | — | — | — | — | — | 76.87 | — | — | 24.13 | 84.75 | 79.67 | |
| Wan2.1-T2VParams.=14B, Category=Generation-only2026.05 | 83.69 | 66.07 | 22.64 | 98.09 | 88.59 | 65.46 | 95.4 | 69.43 | 98.3 | 69.58 | 86.28 | 25.91 | 45.75 | 75.39 | 97.52 | 99.46 | 23.19 | 85.59 | 76.11 | |
| Wan2.1-T2VParams.=14B, LLM rewriters=false2026.05 | 83.69 | — | 22.64 | — | 88.59 | — | 95.4 | — | — | 69.58 | — | 25.91 | 45.75 | 75.39 | — | — | 23.19 | — | — | |
| Wan2.1-T2V-14B2026.05 | 83.69 | 66.07 | 22.64 | 98.09 | 88.59 | 65.46 | 95.4 | 69.43 | 98.3 | 69.58 | 86.28 | 25.91 | 45.75 | 75.39 | 97.52 | 99.46 | 23.19 | 85.59 | 76.11 | |
| HunyuanVideoCategory=Generation-only2026.05 | 83.43 | 60.28 | 22.21 | 97.6 | 89.79 | 71.94 | 94.4 | 67.24 | 99.05 | 66.71 | 83.48 | 26.95 | 54.46 | 72.13 | 97.22 | 99.39 | 24.52 | 85.07 | 76.88 | |
| HunyuanVideoLLM rewriters=false2026.05 | 83.43 | — | 22.21 | — | 89.79 | — | 94.4 | — | — | 66.71 | — | 26.95 | 54.46 | 72.13 | — | — | 24.52 | — | — | |
| OSP-Next-HiF8Architecture=Sparse Attention, Precision=8-bit2026.05 | 83.29 | 66.44 | 20.96 | 97.1 | 90.11 | 59.44 | 96.8 | 70.85 | 98.26 | 77.7 | 90.87 | 26.26 | 48.2 | 78.36 | 96.61 | 98.4 | 24.01 | 84.57 | 78.21 | |
| CausVid#Params=1.3B, Throughput (FPS)=15.30, Latency (s)=0.902026.06 | 82.99 | 65.01 | — | — | — | — | — | — | — | — | — | — | — | 71.16 | — | — | 24.16 | 83.97 | 79.08 | |
| SkyReels-V2#Params=1.3B, Throughput (FPS)=0.49, Latency (s)=1122026.06 | 82.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.7 | 74.53 | |
| Gen-3Category=Generation-only2026.05 | 82.32 | 63.34 | 24.31 | 96.62 | 80.9 | 60.14 | 96.4 | 66.82 | 99.23 | 53.64 | 87.81 | 26.69 | 54.57 | 65.09 | 97.1 | 98.61 | 24.71 | 84.11 | 75.17 | |
| Gen-3LLM rewriters=false2026.05 | 82.32 | — | 24.31 | — | 80.9 | — | 96.4 | — | — | 53.64 | — | 26.69 | 54.57 | 65.09 | — | — | 24.71 | — | — | |
| TaRoSModel=Wan2.1-T2V-14B, Reward Model=Qwen2.5VL-72B2025.11 | 82.09 | 60.68 | 21.62 | 98.74 | 89.68 | 56.94 | 80 | 68.91 | 98.3 | 69.81 | 82.19 | 25.17 | 30.67 | 79.06 | 96.63 | 99.01 | 23.98 | 84.59 | 72.08 | |
| KlingCategory=Generation-only2026.05 | 81.85 | 61.21 | 19.62 | 97.6 | 89.9 | 46.94 | 93.4 | 65.62 | 99.4 | 68.05 | 87.24 | 26.42 | 50.86 | 73.03 | 98.33 | 99.3 | 24.17 | 83.39 | 75.68 | |
| KlingLLM rewriters=false2026.05 | 81.85 | — | 19.62 | — | 89.9 | — | 93.4 | — | — | 68.05 | — | 26.42 | 50.86 | 73.03 | — | — | 24.17 | — | — | |
| Step-Video-T2VParams.=30B, Category=Generation-only2026.05 | 81.83 | 61.23 | 23.17 | 97.67 | 88.25 | 53.06 | 94 | 70.63 | 99.08 | 50.55 | 80.56 | 27.12 | 24.38 | 71.47 | 98.05 | 99.4 | 26.01 | 84.46 | 71.28 | |
| Step-Video-T2VParams.=30B, LLM rewriters=false2026.05 | 81.83 | — | 23.17 | — | 88.25 | — | 94 | — | — | 50.55 | — | 27.12 | 24.38 | 71.47 | — | — | 26.01 | — | — | |
| Open-Sora-2.0Category=Generation-only2026.05 | 81.71 | 64.33 | 22.98 | 98 | 85.98 | 20.74 | 95.4 | 65.62 | 99.49 | 77.72 | 94.5 | 27.57 | 52.71 | 76.18 | 98.75 | 99.4 | 25.91 | 82.1 | 80.14 | |
| Open-Sora-2.0LLM rewriters=false2026.05 | 81.71 | — | 22.98 | — | 85.98 | — | 95.4 | — | — | 77.72 | — | 27.57 | 52.71 | 76.18 | — | — | 25.91 | — | — | |
| CogVideoXParams.=5B, Category=Generation-only2026.05 | 81.61 | 61.98 | 24.91 | 96.52 | 82.81 | 70.97 | 99.4 | 62.9 | 96.92 | 62.11 | 85.23 | 27.59 | 53.2 | 66.35 | 96.23 | 98.66 | 25.38 | 82.75 | 77.04 | |
| CogVideoXParams.=5B, LLM rewriters=false2026.05 | 81.61 | — | 24.91 | — | 82.81 | — | 99.4 | — | — | 62.11 | — | 27.59 | 53.2 | 66.35 | — | — | 25.38 | — | — | |
| TaRoSModel=Wan2.1-T2V-14B, Reward Model=Videoalign2025.11 | 81.58 | 66 | 21.65 | 98.85 | 90.77 | 46.44 | 78 | 68.06 | 98.39 | 69.05 | 81.96 | 24.97 | 34.22 | 73.79 | 96.46 | 99.04 | 23.99 | 83.61 | 71.94 | |
| Wan14BModel=Wan2.1-T2V-14B, Status=Pre-trained2025.11 | 81.46 | 65.33 | 21.35 | 98.36 | 87.98 | 52.78 | 77 | 68.03 | 98.35 | 70.27 | 81.72 | 25.08 | 32.12 | 74.97 | 96.49 | 99.11 | 24.05 | 84.03 | 71.18 | |
| Show-o2Params.=2B, Category=Unified2026.05 | 81.34 | 65.15 | 23.29 | 96.78 | 80.89 | 40.83 | 95.2 | 67.06 | 98.25 | 76.01 | 94.81 | 27 | 57.67 | 62.61 | 97.28 | 97.68 | 25.27 | 82.1 | 78.31 | |
| Show-o2Params.=2B, LLM rewriters=false2026.05 | 81.34 | — | 23.29 | — | 80.89 | — | 95.2 | — | — | 76.01 | — | 27 | 57.67 | 62.61 | — | — | 25.27 | — | — | |
| Emu3Params.=8B, Category=Unified2026.05 | 80.96 | 59.64 | 20.92 | 97.69 | — | 79.27 | 77.71 | — | 98.93 | 44.64 | 86.17 | — | 37.11 | 68.73 | 95.32 | — | — | — | — | |
| Emu3Params.=8B, LLM rewriters=false2026.05 | 80.96 | — | 20.92 | — | — | — | 77.71 | — | — | 44.64 | — | — | 37.11 | 68.73 | — | — | — | — | — | |
| VideoCrafter-2.0Category=Generation-only2026.05 | 80.44 | 63.13 | 25.13 | 98.22 | 92.92 | 42.5 | 95 | 67.22 | 97.73 | 40.66 | 92.55 | 28.23 | 55.29 | 35.86 | 96.85 | 98.41 | 25.84 | 82.2 | 73.42 | |
| VideoCrafter-2.0LLM rewriters=false2026.05 | 80.44 | — | 25.13 | — | 92.92 | — | 95 | — | — | 40.66 | — | 28.23 | 55.29 | 35.86 | — | — | 25.84 | — | — | |
| AnimateDiff-V2Category=Generation-only2026.05 | 80.27 | 67.16 | 22.42 | 97.68 | 87.47 | 40.83 | 92.6 | 70.1 | 97.76 | 36.88 | 90.9 | 27.04 | 50.19 | 34.6 | 95.3 | 98.75 | 26.03 | 82.9 | 69.75 | |
| AnimateDiff-V2LLM rewriters=false2026.05 | 80.27 | — | 22.42 | — | 87.47 | — | 92.6 | — | — | 36.88 | — | 27.04 | 50.19 | 34.6 | — | — | 26.03 | — | — | |
| MAGI-1#Params=4.5B, Throughput (FPS)=0.19, Latency (s)=2822026.06 | 79.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.04 | 67.74 | |
| Show-1Params.=6B, Category=Generation-only2026.05 | 78.93 | 57.35 | 23.06 | 98.02 | 86.35 | 44.44 | 95.6 | 58.66 | 98.24 | 45.47 | 93.07 | 27.46 | 47.03 | 53.5 | 95.53 | 99.12 | 25.28 | 80.42 | 72.98 | |
| Show-1Params.=6B, LLM rewriters=false2026.05 | 78.93 | — | 23.06 | — | 86.35 | — | 95.6 | — | — | 45.47 | — | 27.46 | 47.03 | 53.5 | — | — | 25.28 | — | — | |
| HaploOmniParams.=7B, Category=Unified2026.05 | 78.1 | — | — | 97.6 | — | 65.3 | — | — | 96.8 | — | — | — | 34.6 | — | 96.4 | — | — | — | — | |
| HaploOmniParams.=7B, LLM rewriters=false2026.05 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | 34.6 | — | — | — | — | — | — | |
| LaVieParams.=3B, Category=Generation-only2026.05 | 77.08 | 54.94 | 23.56 | 97.47 | 86.39 | 49.72 | 96.8 | 61.9 | 96.38 | 33.32 | 91.82 | 26.41 | 52.69 | 34.09 | 91.41 | 98.3 | 25.93 | 78.78 | 70.31 | |
| LaVieParams.=3B, LLM rewriters=false2026.05 | 77.08 | — | 23.56 | — | 86.39 | — | 96.8 | — | — | 33.32 | — | 26.41 | 52.69 | 34.09 | — | — | 25.93 | — | — | |
| ModelScopeParams.=1.7B, Category=Generation-only2026.05 | 75.75 | 52.06 | 23.39 | 95.29 | 81.72 | 66.39 | 92.4 | 58.57 | 95.79 | 38.98 | 82.25 | 25.67 | 39.26 | 33.68 | 89.87 | 98.28 | 25.37 | 78.05 | 66.54 | |
| ModelScopeParams.=1.7B, LLM rewriters=false2026.05 | 75.75 | — | 23.39 | — | 81.72 | — | 92.4 | — | — | 38.98 | — | 25.67 | 39.26 | 33.68 | — | — | 25.37 | — | — | |
| VILA-UParams.=7B, Category=Unified2026.05 | 74.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.26 | 65.04 | |
| VILA-UParams.=7B, LLM rewriters=false2026.05 | 74.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CogVideoX-I2V-5B2026.03 | — | — | — | — | — | — | — | 63.6 | 99.3 | — | — | — | — | — | 88.6 | 98.9 | — | — | — | |
| DimensionX2026.05 | — | 46.07 | — | 89.79 | — | — | — | 64.35 | 91.12 | — | — | — | — | — | 82.7 | 89.5 | — | — | — | |
| Force Prompting2026.03 | — | — | — | — | — | — | — | 64.1 | 99.4 | — | — | — | — | — | 93.8 | 99.2 | — | — | — | |
| Free4D2026.05 | — | 41.34 | — | 90.21 | — | — | — | 61.43 | 96.36 | — | — | — | — | — | 89 | 95.83 | — | — | — | |
| Full-4D2026.05 | — | 46.26 | — | 96.13 | — | — | — | 70.8 | 99.64 | — | — | — | — | — | 97.77 | 99.63 | — | — | — | |
| Gen3CFrames=812026.06 | — | 51.53 | — | 92.36 | — | — | — | 68.83 | 99.12 | — | — | — | — | — | 93.75 | 96.49 | — | — | — | |
| OmniPhysGS2026.03 | — | — | — | — | — | — | — | 37.8 | 99.5 | — | — | — | — | — | 92.9 | 99.5 | — | — | — | |
| PhysGen2026.03 | — | — | — | — | — | — | — | 64.8 | 99.5 | — | — | — | — | — | 95.6 | 99.4 | — | — | — | |
| PhysGen3D2026.03 | — | — | — | — | — | — | — | 60.5 | 99.6 | — | — | — | — | — | 91 | 99.8 | — | — | — | |
| PhysVideo2026.03 | — | — | — | — | — | — | — | 65.5 | 99.6 | — | — | — | — | — | 97 | 99.6 | — | — | — | |
| ReCamMaster2026.05 | — | 48.99 | — | 88.44 | — | — | — | 65.15 | 99.13 | — | — | — | — | — | 87.11 | 97.92 | — | — | — | |
| ReCamMasterFrames=812026.06 | — | 52.29 | — | 93.47 | — | — | — | 67.52 | 99.29 | — | — | — | — | — | 95.26 | 97.23 | — | — | — | |
| Track2ViewFrames=252026.06 | — | 53.54 | — | 95.72 | — | — | — | 70.28 | 99.26 | — | — | — | — | — | 97.66 | 96.94 | — | — | — | |
| Track2ViewFrames=492026.06 | — | 53.87 | — | 94.92 | — | — | — | 70.11 | 99.28 | — | — | — | — | — | 96.67 | 97.02 | — | — | — | |
| Track2ViewFrames=812026.06 | — | 53.68 | — | 94.22 | — | — | — | 69.85 | 99.29 | — | — | — | — | — | 95.33 | 97.13 | — | — | — | |
| Trajectory AttentionFrames=252026.06 | — | 50.37 | — | 94.82 | — | — | — | 66 | 98.78 | — | — | — | — | — | 96.22 | 96 | — | — | — | |
| TrajectoryCrafterFrames=492026.06 | — | 53.44 | — | 93.89 | — | — | — | 70.01 | 98.63 | — | — | — | — | — | 93.95 | 95.28 | — | — | — | |
| Wan2.2-TI2V-5B2026.03 | — | — | — | — | — | — | — | 65.3 | 99.4 | — | — | — | — | — | 92.6 | 99.1 | — | — | — |