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Temporal Localization research benchmarks · SOTA2 Research

Temporal Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Looting Event Localization Dataset (test)

55Recall (m=0)

21

May 12, 2026

UnAV-100 (test)

50.6mAP@0.5

12

Feb 26, 2026

Asynchronous Temporal Fields

12.8mAP

12

Feb 26, 2026

65.6AP@30

7

Apr 3, 2026

Charades (test)

Qwen3-VL-4B + SynRL

73.7R@0.3

6

Mar 19, 2026

AV-Deepfake1M++

multi-branch framework (Ours)

98.23AUC (Segment)

5

May 11, 2026

60.32Segment-level Score

4

Mar 5, 2026

60.32Segment-level Score

4

Feb 26, 2026

ActivityNet RTL (test)

34.8mIoU

4

Feb 26, 2026

Popular datasets

Charades AVVP ActivityNet UnAV-100 AV-Deepfake1M

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