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Papers Benchmarks Datasets Tasks

Image-to-Video Generation research benchmarks – Page 2 · SOTA2 Research

Image-to-Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ConsIDVid-Bench public 1.0

98.47Subject Score

8

Feb 26, 2026

ConsIDVid-Bench proprietary subset 1.0

98.31I2V Subject Score

8

Feb 26, 2026

RealCam-Vid (400 videos)

26.82FID

7

Jun 16, 2026

149FVD

7

Jun 5, 2026

Wan 2.2 14B (Full Attention)

0.704Image Quality Score

7

Mar 11, 2026

0.961I2V Subject Score

7

Mar 4, 2026

32.21PSNR

7

Apr 14, 2026

65.18Quality Score

7

May 26, 2026

Custom 27-video (test)

0.996Motion Smoothness

7

Feb 26, 2026

VBench White-box quantitative results

97.7Subject Fidelity

6

Jul 3, 2026

67.4SA Score

6

Jun 29, 2026

PhysChoreo (Evaluation Set)

4.7SA

6

Jun 29, 2026

Matrix-Game 2.0

0.897I2V Subject

6

Jun 16, 2026

VBench-I2V 2K resolution

6.424Total Score

6

May 8, 2026

SeedVideoBench Audio dimension 2.0

97.42Usability Rate (Quality & Expressiveness)

6

Apr 16, 2026

SeedVideoBench Video dimension 2.0

87.05Usability Rate (Motion Quality)

6

Apr 16, 2026

Human Evaluation Study

84Human Preference (%)

6

Mar 24, 2026

DAVIS 2017 (val)

316.91FVD

6

Mar 19, 2026

85.07VBench Appearance Score

6

Mar 19, 2026

VBench Wan 2.2 14B 720P I2V (subset of 50 samples)

0.704ImgQual

6

Mar 11, 2026

RealEstate 122 (test)

18.58PSNR

6

Feb 26, 2026

HunyuanVideo 1.5

10.05Q-Save

6

Feb 26, 2026

10.26Q-Save

6

Feb 26, 2026

VBench I2V 720x1280 2.0 (test)

Step-Video-TI2V

88.36Total Score

6

Feb 26, 2026

91.3FVD

6

Feb 26, 2026

Page 2 of 5

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