Image-to-Video on VBench I2V (Detailed Consistency and Quality Metrics) benchmark leaderboard · SOTA2 Research

Image-to-Video on VBench I2V (Detailed Consistency and Quality Metrics)

82.44Quality Overall ScoreMagi-1

Evaluation Results

Method	Links
Magi-12025.07		82.44	89.28	96.12	93.96	96.74	98.68	68.21	64.74	69.71	98.39	99	50.85
Step-Video-TI2V2025.07		81.22	88.36	95.5	96.02	97.06	99.24	48.78	62.29	70.44	97.86	98.63	49.23
Gen-4-I2V (API)2025.07		80.89	88.27	95.65	93.23	96.79	98.99	55.2	61.77	70.41	97.84	97.46	68.26
Wan-I2V2025.07		80.82	86.86	92.9	94.86	97.07	97.9	51.38	64.75	70.44	96.95	96.44	34.76
DynamiCrafter-5122025.07		80.46	86.99	93.53	93.81	96.64	96.84	69.67	60.88	68.6	97.21	97.4	31.98
SVD-XT-1.02025.07		80.11	—	—	95.52	96.61	98.09	52.36	60.15	69.8	97.52	97.63	—
STIV (Apple)2025.07		79.98	86.73	93.48	98.4	98.39	99.61	15.28	66	70.81	98.96	97.35	11.17
Pusa (Ours)2025.07		79.8	87.32	94.84	92.27	96.02	98.49	52.6	63.15	68.27	97.64	99.24	29.46
SVD-XT-1.12025.07		79.4	—	—	95.42	96.77	98.12	43.17	60.23	70.23	97.51	97.62	—
VideoCrafter2025.07		78.84	82.57	86.31	97.86	98.79	98	22.6	60.78	71.68	91.17	91.31	33.6
Animate-Anything2025.07		78.71	86.48	94.25	98.9	98.19	98.61	2.68	67.12	72.09	98.76	98.58	13.08
CogVideoX-5b-I2V2025.07		78.61	86.7	94.79	94.34	96.42	98.4	33.17	61.87	70.01	97.19	96.74	67.68
I2VGen-XL2025.07		78.44	85.28	92.11	94.18	97.09	98.34	26.1	64.82	69.14	96.48	96.83	18.48
SEINE-512x5122025.07		78.37	85.52	92.67	95.28	97.12	97.12	27.07	64.55	71.39	97.15	96.94	20.97
ConsistI2V2025.07		76.22	84.07	91.91	95.27	98.28	97.38	18.62	59	66.92	95.82	95.95	33.92
CogVideoX1.5-5B2025.07		50.9	71.58	92.25	91.8	94.66	40.98	62.29	70.21	97.07	96.46	95.5	39.71