Video Generation on VBench (Comprehensive Perceptual and Scoring Metrics)

85.11Total ScoreLance

Evaluation Results

Method
Lance2026.05	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
Lance2026.05	85.11	—	23.14	—	92.61	—	97.8	—	—	93.86	—	27.04	64.75	93.61	—	—	25.53	—	—
TUNA2026.05	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
TUNA2026.05	84.06	—	23.18	—	87.67	—	97.5	—	—	92.31	—	27.71	58.59	78.12	—	—	24.68	—	—
Self Forcing2026.06	83.95	65.84	—	—	—	—	—	—	—	—	—	—	—	80.12	—	—	24.33	84.89	80.2
DSA (14B-Teacher)2026.06	83.95	67.02	—	—	—	—	—	—	—	—	—	—	—	84.82	—	—	24.12	84.5	81.73
OSP-Next2026.05	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)2026.06	83.73	64.72	—	—	—	—	—	—	—	—	—	—	—	76.87	—	—	24.13	84.75	79.67
Wan2.1-T2V2026.05	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-T2V2026.05	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
HunyuanVideo2026.05	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
HunyuanVideo2026.05	83.43	—	22.21	—	89.79	—	94.4	—	—	66.71	—	26.95	54.46	72.13	—	—	24.52	—	—
OSP-Next-HiF82026.05	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
CausVid2026.06	82.99	65.01	—	—	—	—	—	—	—	—	—	—	—	71.16	—	—	24.16	83.97	79.08
SkyReels-V22026.06	82.67	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	84.7	74.53
Gen-32026.05	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-32026.05	82.32	—	24.31	—	80.9	—	96.4	—	—	53.64	—	26.69	54.57	65.09	—	—	24.71	—	—
TaRoS2025.11	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
Kling2026.05	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
Kling2026.05	81.85	—	19.62	—	89.9	—	93.4	—	—	68.05	—	26.42	50.86	73.03	—	—	24.17	—	—
Step-Video-T2V2026.05	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-T2V2026.05	81.83	—	23.17	—	88.25	—	94	—	—	50.55	—	27.12	24.38	71.47	—	—	26.01	—	—
Open-Sora-2.02026.05	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-2.02026.05	81.71	—	22.98	—	85.98	—	95.4	—	—	77.72	—	27.57	52.71	76.18	—	—	25.91	—	—
CogVideoX2026.05	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
CogVideoX2026.05	81.61	—	24.91	—	82.81	—	99.4	—	—	62.11	—	27.59	53.2	66.35	—	—	25.38	—	—
TaRoS2025.11	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
Wan14B2025.11	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-o22026.05	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-o22026.05	81.34	—	23.29	—	80.89	—	95.2	—	—	76.01	—	27	57.67	62.61	—	—	25.27	—	—
Emu32026.05	80.96	59.64	20.92	97.69	—	79.27	77.71	—	98.93	44.64	86.17	—	37.11	68.73	95.32	—	—	—	—
Emu32026.05	80.96	—	20.92	—	—	—	77.71	—	—	44.64	—	—	37.11	68.73	—	—	—	—	—
VideoCrafter-2.02026.05	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-2.02026.05	80.44	—	25.13	—	92.92	—	95	—	—	40.66	—	28.23	55.29	35.86	—	—	25.84	—	—
AnimateDiff-V22026.05	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-V22026.05	80.27	—	22.42	—	87.47	—	92.6	—	—	36.88	—	27.04	50.19	34.6	—	—	26.03	—	—
MAGI-12026.06	79.18	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	82.04	67.74
Show-12026.05	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-12026.05	78.93	—	23.06	—	86.35	—	95.6	—	—	45.47	—	27.46	47.03	53.5	—	—	25.28	—	—
HaploOmni2026.05	78.1	—	—	97.6	—	65.3	—	—	96.8	—	—	—	34.6	—	96.4	—	—	—	—
HaploOmni2026.05	78.1	—	—	—	—	—	—	—	—	—	—	—	34.6	—	—	—	—	—	—
LaVie2026.05	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
LaVie2026.05	77.08	—	23.56	—	86.39	—	96.8	—	—	33.32	—	26.41	52.69	34.09	—	—	25.93	—	—
ModelScope2026.05	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
ModelScope2026.05	75.75	—	23.39	—	81.72	—	92.4	—	—	38.98	—	25.67	39.26	33.68	—	—	25.37	—	—
VILA-U2026.05	74.01	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	76.26	65.04
VILA-U2026.05	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	—	—	—
Gen3C2026.06	—	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	—	—	—
ReCamMaster2026.06	—	52.29	—	93.47	—	—	—	67.52	99.29	—	—	—	—	—	95.26	97.23	—	—	—
Track2View2026.06	—	53.54	—	95.72	—	—	—	70.28	99.26	—	—	—	—	—	97.66	96.94	—	—	—
Track2View2026.06	—	53.87	—	94.92	—	—	—	70.11	99.28	—	—	—	—	—	96.67	97.02	—	—	—
Track2View2026.06	—	53.68	—	94.22	—	—	—	69.85	99.29	—	—	—	—	—	95.33	97.13	—	—	—
Trajectory Attention2026.06	—	50.37	—	94.82	—	—	—	66	98.78	—	—	—	—	—	96.22	96	—	—	—
TrajectoryCrafter2026.06	—	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	—	—	—