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Papers Benchmarks Datasets Tasks

Video Generation research benchmarks – Page 23 · SOTA2 Research

Video Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Controllable Animation (FB + frame generator)

0.512DTFVD

3

Feb 26, 2026

UCF-101 (train+test)

32.7IS

3

Feb 26, 2026

Stochastic Movement Dataset (test)

16.4Fooling Rate

3

Feb 26, 2026

0LPIPS

2

Jun 23, 2026

0.725Overall Quality Score

2

Jun 16, 2026

Sekai unseen real-world

333.93FVD

2

Jun 9, 2026

SmartDirector Custom Benchmark Multi-Shot 1.0

65.65FVD

2

May 28, 2026

SmartDirector Custom Benchmark Single-Shot 1.0

41.12FVD

2

May 28, 2026

VBench Official Evaluation

0.703Imaging Quality

2

May 27, 2026

98.2Motion Smoothness Score

2

May 25, 2026

VBench 30-second WorldScore-sampled trajectories (test)

Warp-as-History

98.43Flicker Score

2

May 15, 2026

LIBERO-Mixed 1.0 (test)

0.2LPIPS

2

May 11, 2026

LIBERO Original 1.0 (test)

0.11LPIPS

2

May 11, 2026

General Scenes Text-to-Video

27.63PSNR

2

Apr 28, 2026

Mobile ALOHA Real world (standard viewpoint)

EgoViewTransfer

26.93PSNR

2

Mar 31, 2026

184FVD

2

May 12, 2026

VBench-Long 1 hour

63.05Aesthetic Quality

2

Mar 16, 2026

93Color Consistency

2

Mar 16, 2026

0.945I2V

2

Feb 26, 2026

VBench Low-Resolution

84.85Quality Score

2

Feb 26, 2026

VBench Human Preference 2.0

43.3Color Preference

2

Feb 26, 2026

I2VBench 48 frames

89.1Subject Consistency

2

Feb 26, 2026

RE10K (20s @ 10 fps, 200 frames)

30.23FID

2

Feb 26, 2026

DL3DV 20s @ 30 fps, 600 frames

60.9FID

2

Feb 26, 2026

-0.141VQ

2

Feb 26, 2026

Page 23 of 24

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