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Papers Benchmarks Datasets Tasks

Video description research benchmarks · SOTA2 Research

Video description

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

VideoDetailCaption (VideoDC) (test)

3.35Test Score

17

Feb 26, 2026

Toyota Smarthome ADL-VD

EE4D-VideoLLaMA3

91.5Cor

12

Jul 9, 2026

ADL-VD Charades

80.5Cor

12

Jul 9, 2026

SVU-31K 1.0 (test)

4CI

11

Feb 26, 2026

SVU-31K Full Video Description 1.0 (test)

4.76CI

11

Feb 26, 2026

DREAM-1K Overall 1.0 (test)

40.1F1 Score

11

Feb 26, 2026

DREAM-1K Stock 1.0 (test)

44F1 Score

11

Feb 26, 2026

DREAM-1K Shorts 1.0 (test)

40.9F1 Score

11

Feb 26, 2026

DREAM-1K YouTube 1.0 (test)

34.5F1 Score

11

Feb 26, 2026

DREAM-1K Animation 1.0 (test)

37.1F1

11

Feb 26, 2026

DREAM-1K Live-action 1.0 (test)

43.8F1 Score

11

Feb 26, 2026

2.48Score

6

Mar 24, 2026

4.2Average Accepted Length

5

Feb 26, 2026

Dream1k 1.0 (test)

27.6Animation

5

Feb 26, 2026

TACoS multilevel 48

28.8BLEU-4

5

Feb 26, 2026

DREAM-1K (300 randomly sampled videos)

0.717Tarsier Wins Rate

4

Feb 26, 2026

Human Study GEST prompts

56.64Similarity Score

3

Apr 14, 2026

DREAM-1K (test)

38.7Precision (%)

2

Feb 26, 2026

Popular datasets

DREAM SVU-31K MVBench TACOS Toyota Smarthome

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