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Text-to-Video Retrieval research benchmarks – Page 6 · SOTA2 Research

Text-to-Video Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ours (WTI + CDCR)

50Recall@1

7

Feb 26, 2026

Multi-modal Transformer

20.3Recall@1

6

Feb 27, 2026

55.6Recall@1

6

Feb 26, 2026

VATEX (standard)

83Recall@1

6

Feb 26, 2026

MSVD 10s (test)

39.3R@1

6

Feb 26, 2026

MSR-VTT full 7k train (test)

34.9R@1

6

Feb 26, 2026

Ours (WTI + CDCR)

49R@1

6

Feb 26, 2026

ActivityNet 10 (val)

Ours (WTI + CDCR)

46.2R@1

6

Feb 26, 2026

RUDDER human annotated (test)

4.48Recall@1

6

Feb 26, 2026

VATEX English (test)

36.8Recall@1

6

Feb 26, 2026

ActivityNet Captions (val1 test)

20.5R@1

6

Feb 26, 2026

InstrAct-Dynamics (test)

33.86R@1

5

Apr 13, 2026

0.568R@1

5

Feb 26, 2026

DiDeMo CLIP-based (test)

48.4R@1

5

Feb 26, 2026

SSv2-Label (test)

47.5R@1

5

Feb 26, 2026

Condensed Movies

27R@1

5

Feb 26, 2026

Ours (WTI + CDCR)

65.7R@1

5

Feb 26, 2026

Charades-STA (test)

3.6R@1

5

Feb 26, 2026

1.7R@1

5

Feb 26, 2026

MSR-VTT 9 (test)

8.71R@1

4

Apr 14, 2026

DOLPHIN + CLIPPERT

86.9Accuracy

4

Feb 26, 2026

DOLPHIN + CLIPPERT

85Accuracy

4

Feb 26, 2026

Charades 35 (test)

18.5R1

4

Feb 26, 2026

ActivityNet (standard)

62.2Recall@1

4

Feb 26, 2026

LSMDC (standard)

34R@1

4

Feb 26, 2026

Page 6 of 7

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MSR-VTT MSRVTT ActivityNet LSMDC DiDeMo

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