SOTA Temporal Action Detection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
THUMOS-14 (test)	AdaTAD	mAP@tIoU=0.580.9	339	3mo ago
ActivityNet v1.3 (val)	AdaTAD	mAP@0.561.72	185	3mo ago
ActivityNet 1.3	MambaTAD	mAP@0.564.2	162	1mo ago
THUMOS '14	AdaTAD	mAP@0.387.7	101	1mo ago
ActivityNet 1.3 (test)	DyFADet	Average mAP38.5	80	4mo ago
THUMOS14 (test)	VideoMAE V2	mAP69.6	37	3mo ago
FineAction	Our MambaTAD	Avg mAP29.4	37	4mo ago
HACS segment (test)	DyFADet	mAP@0.564	30	4mo ago
ActivityNet 75% Seen / 25% Unseen v1.3	DFAlign	mAP @ IoU=0.556.3	22	3mo ago
THUMOS 75% Seen / 25% Unseen 14	DFAlign	mAP@0.373.9	22	3mo ago
ActivityNet v1.3 (50% Seen 50% Unseen)	DFAlign	mAP@0.5053.3	22	3mo ago
THUMOS 50% Seen / 50% Unseen 14	DFAlign	mAP@0.369.6	22	3mo ago
MultiThumos	MambaTAD	Average mAP46.6	20	4mo ago
ActivityNet	mid-resolution baseline detector	Average mAP35.1	17	4mo ago
THUMOS14		mAP66.66	16	3mo ago
ActivityNet (val)	UniMD+Sync.	mAP39.83	16	4mo ago
THUMOS14 Kinetics-400 features (test)	Explicit Dropout (V)	mAP64.68	12	3mo ago
MultiTHUMOS	DualDETR	Detection mAP32.6	12	4mo ago
THUMOS14	SpikeTAD	Energy Consumption (mJ)84.1	11	1mo ago
HACS 1.1 (val)	TCANet	Average mAP39.77	11	4mo ago
FineGym (new data split)	SSN	mAP@0.120.23	10	4mo ago
HACS	MambaTAD	Average mAP44.9	9	4mo ago
THUMOS14-C v1.0 (test)	TriDet + Ours	Clean mAP75.6	9	4mo ago
TVSeries (test)	CBR-TS	mAP11	9	4mo ago
THUMOS 2014 (test)	SSN*	mAP@0.166	8	4mo ago

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