Image-to-Video Generation on StoryEval-Bench I2V benchmark leaderboard · SOTA2 Research

Image-to-Video Generation on StoryEval-Bench I2V

59.7Human ScoreWan2.2-I2V-A14B + TS-Attn

Evaluation Results

Method	Links
Wan2.2-I2V-A14B + TS-Attn2026.04		59.7	58.8	51.8	66.8	40.2	67.5	45.4	57.6
Wan2.2-I2V-A14B + TS-Attn2026.04		58.3	53.2	50.4	63	36.5	64	43.8	54.4
Wan2.2-I2V-A14B2026.04		56.7	51	47.6	61.6	35.3	62.2	41.3	52
Wan2.1-I2V-14B + TS-Attn2026.04		53	46.8	42.8	57.9	32.3	55.3	39	47.9
SkyReels-V2-14B2026.04		49.8	44.5	40.7	52.7	30.8	54.7	32.5	43.8
Wan2.1-I2V-14B2026.04		48.6	38.4	36	53.2	26.7	53	28.2	41.4
Wan2.2-I2V-A14B2026.04		48.4	49.3	43.1	50.3	34.4	57.8	39.1	47.5
Wan2.1-I2V-14B + TS-Attn2026.04		46	38.8	43.3	44.9	32	54.2	32.6	42.6
Wan2.1-I2V-14B2026.04		43.8	33.9	36	42.1	29.8	44.4	31.9	37
MAGI-1-24B2026.04		43.6	38.3	39	46.2	25.1	49.7	36.1	40.4
Framepack-13B2026.04		41.4	37.3	35.4	50.1	25	51.8	28	37.9
SkyReels-V2-I2V-14B2026.04		40.5	37.9	34.1	41.1	25.5	43.7	28	36.9
CogVideoX-I2V-5B + TS-Attn2026.04		37.9	36.4	30.8	43	20.2	52.2	22.1	35.3
Framepack-13B2026.04		37.3	30.9	28.2	45	21.1	43.9	25.3	33.5
MAGI-1-I2V-24B2026.04		37.2	31.3	32.6	37	19.4	44.7	26.7	34.2
CogVideoX-I2V-5B + TS-Attn2026.04		28.2	28.8	23.5	35.1	16.5	44.3	15.9	28.3
CogVideoX-I2V-5B2026.04		24.7	24.6	20.5	29.3	12.4	42.9	9.8	23.9
CogVideoX-I2V-5B2026.04		21	18.8	17.5	23.3	10	35.8	9.9	19.6