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Papers Benchmarks Datasets Tasks

Image-to-Video Generation research benchmarks – Page 4 · SOTA2 Research

Image-to-Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

83.6Image Fidelity (IF)

4

Feb 26, 2026

56.07AES

4

Feb 26, 2026

DL3DV-10K 1K (test)

15.23PSNR

4

Feb 26, 2026

26.6FID

4

Feb 26, 2026

PhysGen3D Human Evaluation Set (27 videos) (test)

3.707PhysReal Score

4

Feb 26, 2026

288.01FVD

4

Feb 26, 2026

29.94FID

4

Feb 26, 2026

402FVD

4

Feb 26, 2026

96.9Temporal Coherence

4

Feb 26, 2026

VBench Slow Motion

96.65Subject Consistency

3

Jul 7, 2026

VBench Dolly Zoom

98.56Subject Consistency

3

Jul 7, 2026

VBench Bullet Time

95.33Subject Consistency

3

Jul 7, 2026

67VBench Dynamic Degree

3

May 20, 2026

85VBench Dynamic Degree

3

May 20, 2026

VBench I2V Standard (val)

87.14VBench Appearance Score

3

Mar 19, 2026

Image-to-Video (I2V) unseen LoRA effects (val)

81.5Ref Video Adherence (Win Rate)

3

Feb 26, 2026

14.7MD-Img Score

3

Feb 26, 2026

24.8FID

3

Feb 26, 2026

WebVid-10M (val)

95.36F-Consistency (4)

3

Feb 26, 2026

Image-to-Video Alignment (test)

21.08PSNR

2

Jun 18, 2026

Matrix-Game-2 Universal

96.1Background Consistency (I2V)

2

Jun 16, 2026

WMReward(∇ + BoN)

36.3Physics-IQ Score

2

Jun 5, 2026

VBench-I2V 63-sample (test)

6.428Total Score

2

May 8, 2026

OmniCAM Reference-video-controlled

352.76FVD

2

Apr 8, 2026

VidProM randomly sampled 750 prompts

30.5Dynamic Degree

2

Feb 26, 2026

Page 4 of 5

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VBench UCF DAVIS WebVid User Study

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