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Image-to-Video Generation research benchmarks – Page 3 · SOTA2 Research

Image-to-Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HoloStateData Real subset

89.05Overall Score

5

Jun 19, 2026

94.34Subject Consistency

5

Jun 4, 2026

Dynamic OOD Scenarios

0.712Aesthetic Quality

5

Jun 1, 2026

DrivingDojo100 (test)

0.461Aesthetic Quality

5

Jun 1, 2026

MultiCamVideo100 (test)

0.601Aesthetic Quality

5

Jun 1, 2026

81-frame 2K video 2560 × 1408

33.5Peak Memory Usage (GB)

5

May 8, 2026

84.97PIC Score

5

Apr 14, 2026

InterGenEval (Synthetic (60 pairs) and Real (58 pairs))

0.546KISA

5

Apr 8, 2026

VBench-I2V (paired-subject set)

Reference Video

93.1Subject Consistency Score

5

Mar 17, 2026

Synthetic (test)

0.701Axial Motion Component (ax)

5

Mar 17, 2026

97.54V-I Subject Consistency

5

Mar 10, 2026

SpatialVid Complex motion (val)

1d.d.

5

Feb 26, 2026

SpatialVid General motion (val)

0.73DD Score

5

Feb 26, 2026

SVD-XT Generated Videos

22.43PSNR

5

Feb 26, 2026

14.9PSNR

5

Feb 26, 2026

15.2PSNR

5

Feb 26, 2026

GSB human evaluation (test)

0.774WinRate

5

Feb 26, 2026

VBench I2V sampled subset

95.47SC

4

Jul 8, 2026

ViPE curated (test)

Ours (Data-Forcing Distillation)

94.17Subject Consistency

4

Jun 18, 2026

3D Consistency Evaluation Set Image-to-Video

21.183PSNR

4

Jun 15, 2026

82.8Score

4

Jun 4, 2026

Text-controlled camera motion I2V

285.52FVD

4

Apr 8, 2026

MovingMNIST (val)

44.96FVD

4

Mar 27, 2026

User Study 1 to 4 scale (Human Evaluation)

3.236Motion Physics Quality

4

Mar 17, 2026

0.604Ax

4

Mar 17, 2026

Page 3 of 5

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