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Papers Benchmarks Datasets Tasks

Image-to-Video Generation research benchmarks · SOTA2 Research

Image-to-Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HunyuanVideo-1.5

0.996Motion Smoothness

46

Jul 7, 2026

66.23Aesthetic Quality Score

34

Jul 3, 2026

99.08Background Consistency

24

May 14, 2026

46.6ISM

21

Mar 26, 2026

72.1ISM

21

Mar 26, 2026

StoryEval-Bench I2V

Wan2.2-I2V-A14B + TS-Attn

59.7Human Score

18

Apr 23, 2026

VBench 1.5 (test)

HunyuanVideo-1.5

94.13I2V Score

15

May 21, 2026

64.8VBench Dynamic Degree

15

May 20, 2026

VBench I2V (test)

97.88Subject Consistency

13

Jun 30, 2026

VBench I2V 1.0 (test)

Animate-Anything

98.76Subject Consistency

13

Feb 26, 2026

FlashAttention (baseline)

0.79VBench-Q

12

Jun 25, 2026

77.5FID

12

Mar 17, 2026

OpenVid-1M (val)

Teacher CFG=3.0

156.94FVD

12

Feb 26, 2026

Cosmos HUE PAIBench-G

Real video GT (PAI-Bench)

94.4Overall Score

11

Jun 4, 2026

Open-VFX (test)

29.32FID-VID

11

Mar 24, 2026

40 diverse scenarios (test)

6.84Physical Plausibility

10

Feb 26, 2026

23.69PSNR

9

Mar 24, 2026

VBench I2V beta (test)

HunyuanVideo-I2V

98.86Subject Consistency

9

Feb 26, 2026

88.4Total Score

8

Jul 1, 2026

96.17I2V Subject Score

8

May 19, 2026

89.2VBench-I2V Score

8

May 11, 2026

Human Evaluation 40 LLM-generated prompts 1.0 (test)

1,114.8Total ELO

8

Apr 21, 2026

VBench I2V Sora subset

MotionStream Teacher

98.4Subject Consistency (I2V)

8

Mar 4, 2026

VBench-I2V general

CogVideoX-I2V-SAT

97.7Subject Consistency (I2V)

8

Mar 4, 2026

30.9FVD

8

Mar 16, 2026

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