Text-to-Video Generation on VBench (Quality Metrics)
86.73Quality ScorePISCES
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PISCESBase Generator=HunyuanVideo2026.02 | 86.73 | 85.45 | — | — | — | — | — | — | — | 80.33 | — | — | — | — | — | — | — | — | — | |
| PISCESbase_model=HunyuanVideo2026.02 | 86.73 | 85.45 | — | — | — | — | — | — | — | 80.33 | — | — | — | — | — | — | — | — | — | |
| CausVidSteps=3, H×W×L=480×832×812026.02 | 85.97 | 83.65 | — | 95.07 | — | — | 66.28 | — | — | 74.38 | — | 72.03 | — | — | 72.08 | — | — | — | — | |
| T2V-Turbo-v2*Base Generator=HunyuanVideo2026.02 | 85.93 | 84.25 | — | — | — | — | — | — | — | 77.52 | — | — | — | — | — | — | — | — | — | |
| Wan2.1-T2V-1.3BSteps=48, H×W×L=480×832×812026.02 | 85.91 | 83.92 | — | 97.94 | — | — | 69.83 | — | — | 75.98 | — | 75.99 | — | — | 74.4 | — | — | — | — | |
| VideoDPOBase Generator=HunyuanVideo2026.02 | 85.71 | 84.13 | — | — | — | — | — | — | — | 77.83 | — | — | — | — | — | — | — | — | — | |
| Veo3Type=Close source, LLM rewriter=false2026.01 | 85.7 | 85.06 | — | — | — | — | 63.81 | 72.43 | — | 82.49 | 93.89 | — | — | — | — | — | — | — | 27.88 | |
| CausVid2025.02 | 85.65 | — | — | — | — | — | — | 92.69 | — | 78.75 | — | 72.15 | 99.8 | — | — | 56.58 | 24.27 | — | 84.27 | |
| Wan 2.1Number of Parameters=14B, Prompt Rewriting=false2026.04 | 85.64 | — | — | — | — | — | — | — | — | 80.95 | — | 81.44 | 98.8 | — | — | 53.67 | 21.13 | — | 84.7 | |
| Wan 2.1#Params=14B2026.05 | 85.64 | — | — | — | — | — | — | — | — | 80.95 | — | 81.44 | 98.8 | — | — | 53.67 | 21.13 | — | 84.7 | |
| Wan2.1#Params=14B2026.06 | 85.64 | 84.7 | — | — | — | — | — | — | — | 80.95 | — | — | — | — | — | — | — | — | — | |
| Goku2025.02 | 85.6 | — | — | — | — | — | — | 76.11 | — | 81.87 | — | 79.48 | 97.6 | — | — | 57.08 | 23.08 | — | 84.85 | |
| Goku#Params=2B2026.05 | 85.6 | — | — | — | — | — | — | — | — | 81.87 | — | 79.48 | 97.6 | — | — | 57.08 | 23.08 | — | 84.85 | |
| Wan2.1-14BType=Open source, LLM rewriter=false2026.01 | 85.59 | 83.69 | — | — | — | — | 66.07 | 65.46 | — | 76.11 | 86.28 | — | — | — | — | — | — | — | 25.91 | |
| Wan2.1#Params=14B2026.03 | 85.59 | 83.69 | — | — | — | — | — | — | — | 76.11 | — | — | — | — | — | — | — | — | — | |
| T2V-TurboBase Generator=HunyuanVideo2026.02 | 85.57 | 83.86 | — | — | — | — | — | — | — | 77 | — | — | — | — | — | — | — | — | — | |
| GPDSteps=6, H×W×L=480×832×812026.02 | 85.55 | 84.04 | — | 98.18 | — | — | 71.27 | — | — | 77.99 | — | 78.81 | — | — | 82.85 | — | — | — | — | |
| SoraType=Close source, LLM rewriter=false2026.01 | 85.51 | 84.28 | — | — | — | — | 63.46 | 79.91 | — | 79.35 | 93.93 | — | — | — | — | — | — | — | 26.26 | |
| UnifiedRewardBase Generator=HunyuanVideo2026.02 | 85.46 | 83.8 | — | — | — | — | — | — | — | 77.15 | — | — | — | — | — | — | — | — | — | |
| Wan2.1#Params=1.3B, Resolution=832×480, Throughput (FPS)=0.78, Latency (s)=103, Type=Bidirectional diffusion models2026.02 | 85.3 | 84.26 | — | — | — | — | — | — | — | 80.09 | — | — | — | — | — | — | — | — | — | |
| Self Forcing#Params=1.3B, Resolution=832×480, Throughput (FPS)=8.9, Latency (s)=0.45, Type=Frame-wise autoregressive models2026.02 | 85.25 | 84.26 | — | — | — | — | — | — | — | 80.3 | — | — | — | — | — | — | — | — | — | |
| Wan2.1Parameters=1.3B2026.06 | 85.23 | 83.31 | — | — | — | — | — | — | — | 75.65 | — | — | — | — | — | — | — | — | — | |
| Wan2.1-T2V-1.3BModel size=1.3B2025.10 | 85.23 | — | 97.56 | 97.93 | — | 98.52 | 65.46 | 65.19 | 67.01 | 75.65 | 88.81 | 74.83 | 94 | 89.2 | 73.04 | 41.96 | 21.81 | 99.55 | 25.5 | |
| SCD#Params=1.6B, Resolution=832×480, Throughput (FPS)=11.1, Latency (s)=0.29, Type=Frame-wise autoregressive models2026.02 | 85.14 | 84.03 | — | — | — | — | — | — | — | 79.6 | — | — | — | — | — | — | — | — | — | |
| T2V-Turbo-V2Steps=16, H×W×L=320×512×162026.02 | 85.13 | 83.52 | — | 96.71 | — | — | 62.61 | — | — | 77.12 | — | 61.49 | — | — | 43.32 | — | — | — | — | |
| HunyuanVideo2025.02 | 85.09 | — | — | — | — | — | — | 70.83 | — | 75.82 | — | 68.55 | 94.4 | — | — | 53.88 | 19.8 | — | 83.24 | |
| VanillaBase Generator=HunyuanVideo2026.02 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| HunyuanVideo2026.02 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| Hunyuan-Video#Size=13B2026.01 | 85.09 | 83.24 | 97.37 | 97.76 | 99.44 | 98.99 | 60.36 | 70.83 | 67.56 | 75.82 | 86.1 | 68.55 | 94.4 | 91.6 | 68.68 | 53.88 | 19.8 | 23.89 | 26.44 | |
| HunyuanVideoType=Open source, LLM rewriter=false2026.01 | 85.09 | 83.24 | — | — | — | — | 60.36 | 70.83 | — | 75.82 | 86.1 | — | — | — | — | — | — | — | 26.44 | |
| HunyuanVideo# Params=13B2026.03 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| HunyuanVideo#Params=13B2026.03 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| HunyuanVideoNumber of Parameters=13B, Prompt Rewriting=false2026.04 | 85.09 | — | — | — | — | — | — | — | — | 75.82 | — | 68.55 | 94.4 | — | — | 53.88 | 19.8 | — | 83.24 | |
| HunyuanVideo#Params=13B2026.05 | 85.09 | — | — | — | — | — | — | — | — | 75.82 | — | 68.55 | 94.4 | — | — | 53.88 | 19.8 | — | 83.24 | |
| HunyuanParameters=13B2026.06 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| HunyuanVideo#Params=13B2026.06 | 85.09 | 83.24 | — | — | — | — | — | — | — | 75.82 | — | — | — | — | — | — | — | — | — | |
| HunyuanVideo2025.10 | 85.09 | — | 97.37 | 97.76 | — | 98.99 | 60.36 | 70.83 | 67.56 | 75.82 | 86.1 | 68.35 | 94.4 | 91 | 68.68 | 53.88 | 19.8 | 99.44 | 26.44 | |
| Hunyuan VideoSteps=48, H×W×L=720×1280×1292026.02 | 85.07 | 83.43 | — | 97.6 | — | — | 60.28 | — | — | 76.88 | — | 66.71 | — | — | 72.13 | — | — | — | — | |
| EasyAnimateV5.12025.10 | 85.03 | — | 98 | 97.41 | — | 98.02 | 69.48 | 57.15 | 68.61 | 77.01 | 89.57 | 66.85 | 95.6 | 77.86 | 76.11 | 54.31 | 23.06 | 99.19 | 26.47 | |
| VideoReward-DPOBase Generator=HunyuanVideo2026.02 | 85.02 | 83.54 | — | — | — | — | — | — | — | 77.63 | — | — | — | — | — | — | — | — | — | |
| Kling1.6Type=Close source, LLM rewriter=false2026.01 | 85 | 83.4 | — | — | — | — | 64.81 | 62.22 | — | 76.99 | 93.34 | — | — | — | — | — | — | — | 26.04 | |
| Kling1.62026.06 | 85 | 83.4 | — | — | — | — | — | — | — | 76.99 | — | — | — | — | — | — | — | — | — | |
| Kling 1.62025.10 | 85 | — | 97.4 | 96.84 | — | 99.13 | 64.81 | 62.22 | 69.7 | 76.99 | 93.34 | 63.99 | 96.2 | 81.26 | 79.08 | 55.57 | 20.75 | 98.64 | 26.04 | |
| S2-GuidanceModel=Wan14B2025.08 | 84.89 | 82.84 | 94.21 | 97.56 | — | — | 68.78 | — | 67.77 | 74.65 | 89.08 | — | — | — | — | — | 22.27 | — | — | |
| CFGModel=Wan14B2025.08 | 84.88 | 82.65 | 94.45 | 97.66 | — | — | 68.68 | — | 67.82 | 73.76 | 84.97 | — | — | — | — | — | 22.14 | — | — | |
| MiniMax-Video-012025.10 | 84.85 | — | 97.51 | 97.05 | — | 99.22 | 63.03 | 64.91 | 67.17 | 77.65 | 87.83 | 76.04 | 92.4 | 90.36 | 75.5 | 50.68 | 20.06 | 99.1 | 27.1 | |
| Pyramid Flow#Params=2B, Resolution=640×384, Throughput (FPS)=6.7, Latency (s)=2.5, Type=Frame-wise autoregressive models2026.02 | 84.74 | 81.72 | — | — | — | — | — | — | — | 69.62 | — | — | — | — | — | — | — | — | — | |
| S2-GuidanceModel=Wan1.3B2025.08 | 84.74 | 80.93 | 96.57 | 95.8 | — | — | 60.52 | — | 68.19 | 65.7 | 78.09 | — | — | — | — | — | 20.59 | — | — | |
| Pyramid Flow#Params=2B2026.06 | 84.74 | 81.72 | — | — | — | — | — | — | — | 69.62 | — | — | — | — | — | — | — | — | — | |
| InfinityStarNumber of Parameters=8B, Prompt Rewriting=true2026.04 | 84.73 | — | — | — | — | — | — | — | — | 79.78 | — | 78.66 | 96.43 | — | — | 52.08 | 21.81 | — | 83.74 | |
| VCMBase Generator=HunyuanVideo2026.02 | 84.6 | 81.77 | — | — | — | — | — | — | — | 70.49 | — | — | — | — | — | — | — | — | — | |
| AccVideoSteps=5, H×W×L=544×960×722026.02 | 84.58 | 83.28 | — | 97.43 | — | — | 62.08 | — | — | 78.06 | — | 67.39 | — | — | 75.73 | — | — | — | — | |
| InfinityStar + VPG#Params=8B2026.05 | 84.56 | — | — | — | — | — | — | — | — | 83.51 | — | 89.63 | 98 | — | — | 56.61 | 20.6 | — | 84.35 | |
| CFG-ZeroModel=Wan1.3B2025.08 | 84.51 | 80.71 | 96.33 | 94.56 | — | — | 59.69 | — | 69.05 | 65.53 | 78.16 | — | — | — | — | — | 20.31 | — | — | |
| Step-Video-T2VSteps=48, H×W×L=922×544×2002026.02 | 84.46 | 81.83 | — | 97.67 | — | — | 61.23 | — | — | 71.28 | — | 50.55 | — | — | 71.47 | — | — | — | — | |
| Step-Video-T2V#Size=30B2026.01 | 84.46 | 81.83 | 98.05 | 97.67 | 99.44 | 99.08 | 61.23 | 53.06 | 70.63 | 71.28 | 80.56 | 50.55 | 94 | 88.25 | 71.47 | 24.38 | 23.17 | 26.01 | 27.12 | |
| StepVideoType=Open source, LLM rewriter=false2026.01 | 84.46 | 81.83 | — | — | — | — | 61.23 | 53.06 | — | 71.28 | 80.56 | — | — | — | — | — | — | — | 27.12 | |
| StepVideo#Params=30B2026.03 | 84.46 | 81.83 | — | — | — | — | — | — | — | 71.28 | — | — | — | — | — | — | — | — | — | |
| Step-Video#Params=30B2026.06 | 84.46 | 81.83 | — | — | — | — | — | — | — | 71.28 | — | — | — | — | — | — | — | — | — | |
| GRNNumber of Parameters=2B, Prompt Rewriting=true2026.04 | 84.41 | — | — | — | — | — | — | — | — | 77.35 | — | 70.83 | 93.75 | — | — | 50.44 | 21.3 | — | 82.99 | |
| OmniWeaving#Params=8.3B+7B2026.03 | 84.37 | 83.1 | — | — | — | — | — | — | — | 78.03 | — | — | — | — | — | — | — | — | — | |
| UniVideo2025.10 | 84.36 | — | 96.57 | 96.66 | — | 99.15 | 68.68 | 49.72 | 67.32 | 79.96 | 94.59 | 82.06 | 97.4 | 82.83 | 76.43 | 48.74 | 24.92 | 99.29 | 26.38 | |
| InfinityStar†Config=8B, 720p, T2V, Latency (s)=81.7, Speedup=1.00×, Prompt Rewriting=true2026.03 | 84.33 | 83.89 | — | — | — | — | — | — | — | 82.11 | — | — | — | — | — | — | — | — | — | |
| CFGModel=Wan1.3B2025.08 | 84.32 | 80.29 | 96.53 | 95.46 | — | — | 60.52 | — | 67.65 | 64.16 | 77.06 | — | — | — | — | — | 20.15 | — | — | |
| TUNA2025.10 | 84.32 | — | 95.99 | 96.72 | — | 98.33 | 65.88 | 69.39 | 66.83 | 83.04 | 95.41 | 92.31 | 97.5 | 87.67 | 78.12 | 58.59 | 23.18 | 98.02 | 27.71 | |
| PeRFlowSteps=6, H×W×L=480×832×812026.02 | 84.29 | 82.54 | — | 98.15 | — | — | 70 | — | — | 75.56 | — | 79.04 | — | — | 75.81 | — | — | — | — | |
| InfinityStar#Params=8B2026.05 | 84.14 | — | — | — | — | — | — | — | — | 82.74 | — | 87.5 | 98 | — | — | 54.51 | 20.54 | — | 83.86 | |
| GPDSteps=6, H×W×L=720×1280×812026.02 | 84.12 | 82.64 | — | 97.84 | — | — | 69.58 | — | — | 76.7 | — | 74.54 | — | — | 84.79 | — | — | — | — | |
| Gen-32025.02 | 84.11 | — | — | — | — | — | — | 60.14 | — | 75.17 | — | 53.64 | 96.4 | — | — | 54.57 | 24.31 | — | 82.32 | |
| Gen-32026.02 | 84.11 | 82.32 | — | — | — | — | — | — | — | 75.17 | — | — | — | — | — | — | — | — | — | |
| Gen-32026.01 | 84.11 | 82.32 | 97.1 | 96.62 | 98.61 | 99.23 | 63.34 | 60.14 | 66.82 | 75.17 | 87.81 | 53.64 | 96.4 | 80.9 | 65.09 | 54.57 | 24.31 | 24.71 | 26.69 | |
| Gen-3Type=Close source, LLM rewriter=false2026.01 | 84.11 | 82.32 | — | — | — | — | 63.34 | 60.14 | — | 75.17 | 87.81 | — | — | — | — | — | — | — | 26.69 | |
| Gen-32026.05 | 84.11 | — | — | — | — | — | — | — | — | 75.17 | — | 53.64 | 96.4 | — | — | 54.57 | 24.31 | — | 82.32 | |
| Gen32026.06 | 84.11 | 82.32 | — | — | — | — | — | — | — | 75.17 | — | — | — | — | — | — | — | — | — | |
| Gen-32025.10 | 84.11 | — | 97.1 | 96.62 | — | 99.23 | 63.34 | 60.14 | 66.82 | 75.17 | 87.81 | 53.64 | 96.4 | 85.95 | 65.09 | 54.57 | 24.31 | 98.61 | 26.11 | |
| Gen-32024.12 | 84.1 | 82.3 | — | — | — | — | — | 60.1 | — | 75.2 | 87.8 | — | 96.4 | 80.9 | — | — | — | 24.7 | 26.7 | |
| Emu3# Params=8B2026.03 | 84.09 | 80.96 | — | — | — | — | — | — | — | 68.43 | — | — | — | — | — | — | — | — | — | |
| Emu3Number of Parameters=8B, Prompt Rewriting=false2026.04 | 84.09 | — | — | — | — | — | — | — | — | 68.43 | — | 44.64 | 77.71 | — | — | 37.11 | 20.92 | — | 80.96 | |
| Emu3#Params=8B2026.05 | 84.09 | — | — | — | — | — | — | — | — | 68.43 | — | 44.64 | 77.71 | — | — | 37.11 | 20.92 | — | 80.96 | |
| Emu3#Params=8B2026.06 | 84.09 | 80.96 | — | — | — | — | — | — | — | 68.43 | — | — | — | — | — | — | — | — | — | |
| PISCESBase Generator=VideoCrafter22026.02 | 84.05 | 82.75 | — | — | — | — | — | — | — | 77.54 | — | — | — | — | — | — | — | — | — | |
| CausVid#Params=1.3B2026.06 | 84.05 | 81.46 | — | — | — | — | — | — | — | 69.8 | — | — | — | — | — | — | — | — | — | |
| InfinityStar# Params=8B, SpeedUp=1.0 ×2026.03 | 84.01 | 83.88 | — | — | — | — | — | — | — | 83.38 | — | — | — | — | — | — | — | — | — | |
| VINOType=Open source, LLM rewriter=false2026.01 | 84 | 82.8 | — | — | — | — | 65.6 | 58.33 | — | 78.01 | 91.1 | — | — | — | — | — | — | — | 26.83 | |
| VINO#Params=13B+4B2026.03 | 84 | 82.8 | — | — | — | — | — | — | — | 78.01 | — | — | — | — | — | — | — | — | — | |
| STGModel=Wan1.3B2025.08 | 83.92 | 78.78 | 95.03 | 96.04 | — | — | 59.03 | — | 65.59 | 58.19 | 68.2 | — | — | — | — | — | 21.51 | — | — | |
| VideoDPOBackbone=T2V-Turbo, Alignment Method=VideoDPO2024.12 | 83.8 | 81.8 | — | — | — | — | — | — | — | 73.81 | — | — | — | — | — | — | — | — | — | |
| PISCESbase_model=VideoCrafter22026.02 | 83.73 | 82.51 | — | — | — | — | — | — | — | 77.63 | — | — | — | — | — | — | — | — | — | |
| FastSTARPruning Ratio=(20%, 30%, 50%, 60%), Latency (s)=42.6, Speedup=1.92×2026.03 | 83.71 | 82.96 | — | — | — | — | — | — | — | 79.96 | — | — | — | — | — | — | — | — | — | |
| VINOType=Open source, LLM rewriter=true2026.01 | 83.69 | 83.17 | — | — | — | — | 68.11 | 55.56 | — | 81.08 | 91.17 | — | — | — | — | — | — | — | 27 | |
| TaRoSEvaluator backbone=Qwen2.5VL-72B2025.11 | 83.66 | 80.56 | 95.19 | 96.85 | 99.35 | 98.23 | 62.64 | 58.33 | 68.49 | 68.15 | 74.21 | 63.49 | 76 | 89.15 | 72 | 25.94 | 21.26 | 23.15 | 23.67 | |
| FastSTARPruning Ratio=(20%, 30%, 40%, 70%), Latency (s)=40.6, Speedup=2.01×2026.03 | 83.59 | 83.18 | — | — | — | — | — | — | — | 81.51 | — | — | — | — | — | — | — | — | — | |
| CFG++Model=Wan1.3B2025.08 | 83.58 | 80.35 | 96.7 | 93.28 | — | — | 59.02 | — | 69.14 | 67.43 | 70.06 | — | — | — | — | — | 19.75 | — | — | |
| Vchitect-2.0 (VEnhancer)Enhancer=VEnhancer2025.10 | 83.54 | — | 96.83 | 96.66 | — | 98.98 | 60.41 | 63.89 | 65.35 | 77.06 | 86.61 | 68.84 | 97.2 | 87.04 | 57.55 | 56.57 | 25.01 | 98.57 | 27.57 | |
| Luma2025.02 | 83.47 | — | — | — | — | — | — | 44.26 | — | 84.17 | — | 82.63 | 96.4 | — | — | 58.98 | 24.66 | — | 83.61 | |
| StepVAR# Params=8B, SpeedUp=1.4 ×2026.03 | 83.46 | 83.35 | — | — | — | — | — | — | — | 82.91 | — | — | — | — | — | — | — | — | — | |
| URSANumber of Parameters=1.7B, Prompt Rewriting=false2026.04 | 83.4 | — | — | — | — | — | — | — | — | 78.5 | — | 70.6 | — | — | — | 52.3 | — | — | 82.4 | |
| Kling2025.02 | 83.39 | — | — | — | — | — | — | 46.94 | — | 75.68 | — | 68.05 | 93.4 | — | — | 50.86 | 19.62 | — | 81.85 | |
| Kling2026.02 | 83.39 | 81.85 | — | — | — | — | — | — | — | 75.68 | — | — | — | — | — | — | — | — | — | |
| Kling2026.01 | 83.39 | 81.85 | 98.33 | 97.6 | 99.3 | 99.4 | 61.21 | 46.94 | 65.62 | 75.68 | 87.24 | 68.05 | 93.4 | 89.9 | 73.03 | 50.86 | 19.62 | 24.17 | 26.42 |