VBench
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
VBench Wan 2.1 training-free 14B
0.692VBench Aesthetic Score
6
VBench Wan 2.1 training-free 1.3B
0.669VBench Aesthetics Score (Aes.)
6
VBench general long video generation
69.72Img Quality
6
VBench
84.05Subject Consistency
6
VBench OpenSora, 480P, 51 frames (test)
1,315.62FLOPs (T)
6
VBench 100 unseen in-the-wild videos 30
18Inference Time (Generation)
6
VBench Hunyuan Video
87.8Sparsity
6
VBench-Long User Study
96.4Video Quality
6
VBench
0.829Dynamic Degree
6
VBench (aggregated)
73.89Semantic Score
6
VBench Wan2.1-14B Text-to-Video 720P
79.6SSIM
6
VBench I2V 720x1280 2.0 (test)
88.36Total Score
6
VBench 250 augmented prompts
39.87FIDpatch
6
VBench Self-Forcing Wan 2.1-1.3B (test)
0.846Quality Score
6
VBench (CO3D, Objectron, 360°, OmniObject3D, SynView-X)
96.6Temporal Flicker
5
VBench Dynamic Degree
93.09Background Consistency
5
VBench
70.92Imaging Quality
5
VBench I2V
94.34Subject Consistency
5
VBench 273-frame
95.91Subject Consistency
5
VBench Long 60-second (official)
83.08Total Score
5
VBench
23.96Throughput
5
VBench T2V v1.0 (test)
0FVD
5
VBench (test)
0.319CLIP Score (T)
5
VBench
78.49VBench Quality Score
5
VBench 129-frame 720 × 1280 (full suite)
0.972SC
5