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	1mo ago
ActivityNet v1.3 (val)	AdaTAD	mAP@0.561.72	185	1mo ago
ActivityNet 1.3	MambaTAD	mAP@0.564.2	143	1mo ago
ActivityNet 1.3 (test)	DyFADet	Average mAP38.5	80	3mo ago
THUMOS '14	TriDet	mAP@0.383.6	71	3mo ago
THUMOS14 (test)	VideoMAE V2	mAP69.6	37	1mo ago
FineAction	Our MambaTAD	Avg mAP29.4	37	2mo ago
HACS segment (test)	DyFADet	mAP@0.564	30	3mo ago
ActivityNet 75% Seen / 25% Unseen v1.3	DFAlign	mAP @ IoU=0.556.3	22	1mo ago
THUMOS 75% Seen / 25% Unseen 14	DFAlign	mAP@0.373.9	22	1mo ago
ActivityNet v1.3 (50% Seen 50% Unseen)	DFAlign	mAP@0.5053.3	22	1mo ago
THUMOS 50% Seen / 50% Unseen 14	DFAlign	mAP@0.369.6	22	1mo ago
MultiThumos	MambaTAD	Average mAP46.6	20	2mo ago
ActivityNet	mid-resolution baseline detector	Average mAP35.1	17	3mo ago
THUMOS14		mAP66.66	16	1mo ago
ActivityNet (val)	UniMD+Sync.	mAP39.83	16	3mo ago
THUMOS14 Kinetics-400 features (test)	Explicit Dropout (V)	mAP64.68	12	1mo ago
MultiTHUMOS	DualDETR	Detection mAP32.6	12	3mo ago
HACS 1.1 (val)	TCANet	Average mAP39.77	11	3mo ago
FineGym (new data split)	SSN	mAP@0.120.23	10	3mo ago
HACS	MambaTAD	Average mAP44.9	9	2mo ago
THUMOS14-C v1.0 (test)	TriDet + Ours	Clean mAP75.6	9	3mo ago
TVSeries (test)	CBR-TS	mAP11	9	3mo ago
THUMOS 2014 (test)	SSN*	mAP@0.166	8	3mo ago
Ego4D MQ 1.0 (test)	DyFADet	AP @ IoU 0.128.8	8	3mo ago

Showing 25 of 42 rows