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Text-to-Video Generation research benchmarks – Page 7 · SOTA2 Research

Text-to-Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kinetics-400 (test)

28.46FID (Image)

5

Feb 26, 2026

98.19Shape Accuracy

5

Feb 26, 2026

Animation and Mix-style (test)

96Subject Consistency

4

Jun 18, 2026

Wan2.2 T2V (UniPC) + SpecLoR-Zero

0.933Consistency

4

Jun 11, 2026

80Score

4

Jun 4, 2026

PenguinVideoBenchmark

1.81Speedup

4

Apr 21, 2026

Hunyuan-13B Text-to-Video 720P

99.32Temporal Fidelity (T.F.)

4

Apr 15, 2026

Wan Text-to-Video 720P 2.1-14B

98.48T.F.

4

Apr 15, 2026

Wan 1.3B Text-to-Video 480P 2.1

97.36Temporal Fidelity

4

Apr 15, 2026

Text-controlled camera motion T2V

867.27FVD

4

Apr 8, 2026

Human Evaluation Study

81Human Preference

4

Mar 24, 2026

WebVid 400 samples (val)

0.308CLIP Score

4

Mar 19, 2026

VideoScore Predicted Failure 2 (Evaluation Set)

CogVideoX-5B (Predicted Failure + Ours)

3.94Visual Quality

4

Mar 17, 2026

VBench original prompts (test)

Base Model-720p

83.75Total Score

4

Mar 9, 2026

Wan 1.3B T2V 2.1

29.55PSNR

4

Feb 26, 2026

3.2Generation Speed (x)

4

Feb 26, 2026

Subjective Evaluation 10 text prompts (test)

3.69User Preference Score

4

Feb 26, 2026

40 motion-complex prompts (test)

85.5Human Anatomy

4

Feb 26, 2026

83Semantic Objective

4

Feb 26, 2026

76.8Semantic Objective

4

Feb 26, 2026

40 diverse scenarios (test)

WanX-T2V-Enhance

5.55Physical Plausibility Score

4

Feb 26, 2026

Open-Sora Occupational Prompts Male Teacher Open-Sora based

0.082VFR Auto

4

Feb 26, 2026

Open-Sora Occupational Prompts Male Nurse

0.172VFR (Auto)

4

Feb 26, 2026

Open-Sora Occupational Prompts Female Doctor

0.116VFR (Auto)

4

Feb 26, 2026

Open-Sora Occupational Prompts Female CEO

0.14VFR (Auto)

4

Feb 26, 2026

Page 7 of 9

Popular datasets

VBench Simulated Videos Wan HunyuanVideo User Study

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