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Video Retrieval research benchmarks – Page 3 · SOTA2 Research

Video Retrieval

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DrivingDojo 14 (test)

38.7MRR

7

Jun 9, 2026

60.7CG

7

Feb 26, 2026

60R@1

7

Feb 26, 2026

Qwen3-VL-8B + Ego4D + DS2M

93Inter Accuracy

6

Apr 30, 2026

FIVR-200K 1.0 (test)

0.892DSVR mAP

6

Feb 26, 2026

HMDB51-DVS (test)

52.47mAP (64-bit)

5

Apr 14, 2026

Volleyball (others)

human-in-the-loop adaptation

59.6Precision@5

5

Feb 26, 2026

Volleyball (original)

human-in-the-loop adaptation

73.9Precision@5

5

Feb 26, 2026

89.9mAP

5

Feb 26, 2026

Something-Something SSv2-template v2 (test val)

SINGULARITY-temporal

77.6Recall@1

5

Feb 26, 2026

ActivityNet FIG (test)

61.1R@1

4

Jul 2, 2026

DiDeMo-FIG (test)

59Recall@1

4

Jul 2, 2026

Charades FIG (test)

24.6R@1

4

Jul 2, 2026

33.66Recall@1

4

Feb 26, 2026

65.27Recall@1

4

Feb 26, 2026

Something-Something V2 (val)

38.5R@3

4

Feb 26, 2026

Something-Something label v2 (test val)

SINGULARITY-temporal

47.4Recall@1

4

Feb 26, 2026

LSMDC 1000 re-phrase 16 (test)

M2 (LSTM + SA-FC7)

1.8R@1

4

Feb 26, 2026

LSMDC 1000 AD 16 (test)

M1 (SA-G + SA-FC7)

3R@1

4

Feb 26, 2026

EgoExo4D (test)

18.2mAP

3

Jun 19, 2026

Assembly101 (test)

25.3mAP

3

Jun 19, 2026

EgoExo-Fitness (test)

54.3mAP

3

Jun 19, 2026

45.39mAP (64-bit)

3

Apr 14, 2026

40.75Recall@1

3

Mar 4, 2026

72.1R@1

3

Mar 4, 2026

Page 3 of 4

Popular datasets

UCF101 HMDB ActivityNet FIVR Something-Something

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