Temporal Action Localization

Benchmarks

Dataset Name	SOTA Method	Metric
THUMOS14 (test)	ActionVLM-B-3B	AP @ IoU=0.578.2	319	1mo ago
THUMOS 14 (test)	TriDet	mAP@0.383.6	308	1mo ago
ActivityNet 1.3 (val)	UnLoc-L	AP@0.559.3	257	1mo ago
ActivityNet 1.2 (val)	CDC	mAP@IoU 0.545.3	110	1mo ago
THUMOS 2014	TemporalMaxer	mAP@0.3082.8	93	1mo ago
ActivityNet v1.3 (test)	BC-GNN	mAP @ IoU=0.550.6	47	1mo ago
THUMOS '14	ActionFormer	mAP@0.382.1	44	1mo ago
ActivityNet 1.2 (test)	distillation-collaboration framework	mAP@0.548.3	36	1mo ago
THUMOS'14 (test)	ASL	mAP@0.383.1	36	1mo ago
THUMOS 2014 (test)	MUSES	mAP (theta=0.5)56.16	35	1mo ago
ActivityNet 1.2	CDC	mAP@0.545.3	32	1mo ago
ActivityNet 1.3	SMILE	Average mAP38	32	1mo ago
THUMOS14 v1.0 (test)	HR-Pro	mAP @ IoU 0.374.3	29	1mo ago
BEOID (test)		mAP@0.183.8	26	1mo ago
GTEA (test)	TRA	mAP@0.177.9	25	1mo ago
MultiTHUMOS	MLAD	f-mAP51.5	20	1mo ago
ActivityNet 1.3 (val test)	AFormer	mAP@0.554.7	19	1mo ago
ActivityNet 1.3 (50%-50%)	STOV-TAL	Avg mAP29.6	17	1mo ago
THUMOS14 v1.0 (50%-50%)	STOV-TAL	mAP (Avg)48.8	17	1mo ago
ActivityNet (extended)		mAP@0.553.96	14	1mo ago
HACS (val)	TriDet	mAP@0.563	14	1mo ago
BEOID	HR-Pro	mAP@0.178.5	12	1mo ago
GTEA	HR-Pro	mAP@0.172.6	12	1mo ago
MYT (test)	MCN (ours)	IOD32	10	1mo ago
CrossTask	ActBERT [53]	Recall41.4	9	1mo ago

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