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Papers Benchmarks Datasets Tasks

Temporal Action Localization research benchmarks – Page 3 · SOTA2 Research

Temporal Action Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BinEgo-360 First Round - Private 1.0 (test)

52.941mAP

5

Feb 26, 2026

BinEgo-360 First Round - Public 1.0 (test)

67.91mAP

5

Feb 26, 2026

BinEgo-360 Extended Round Private 1.0 (test)

0.563mAP

5

Feb 26, 2026

BinEgo-360 Extended Round Public 1.0 (test)

53.968mAP

5

Feb 26, 2026

InternVideo2s1-6B

41.2mAP

5

Feb 26, 2026

ActivityNet Zero-shot 75% Seen 25% Unseen v1.3

48.8mAP@0.5IoU

5

Feb 26, 2026

AI City Challenge Track 3

ViT-Giant + SPPF

92.67mAP

4

Mar 24, 2026

ActivityNet v1.3 (val)

36.4mAP@0.5

4

Feb 27, 2026

Epic-Kitchens 100 Verb Task

34AP @ IoU=0.1

4

Feb 26, 2026

THUMOS14 closed set 1.0 (test)

55.81mAP

4

Feb 26, 2026

ActivityNet (test)

Refined Prop-SSAD

32.26Average mAP

4

Feb 26, 2026

ActivityNet Work v1.1 (val)

41.2mAP@0.5

4

Feb 26, 2026

ActivityNet Sports subset v1.1 (val)

37.1mAP@0.5

4

Feb 26, 2026

ActivityNet Challenge 2016 (val)

45.3mAP (IoU=0.5)

4

Feb 27, 2026

19.2mAP

3

Feb 26, 2026

InternVideo2s1-6B

43.3mAP

3

Feb 26, 2026

ActivityNet 1.3 (val)

51.26mAP@0.5

2

Feb 26, 2026

MEXaction2 (test)

11.6AP (BullChargeCape)

2

Feb 27, 2026

Page 3 of 3

Popular datasets

ActivityNet THUMOS BinEgo-360 Charades RatSeizure

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