SOTA Temporal Action Detection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
THUMOS-14 (test)	AdaTAD	mAP@tIoU=0.580.9	330	2d ago
ActivityNet v1.3 (val)	AdaTAD	mAP@0.561.72	185	2d ago
ActivityNet 1.3	ActionMamba	mAP@0.562.4	93	2d ago
ActivityNet 1.3 (test)	DyFADet	Average mAP38.5	80	2d ago
THUMOS '14	TriDet	mAP@0.383.6	71	3d ago
HACS segment (test)	DyFADet	mAP@0.564	30	3d ago
FineAction	InternVideo2s1-6B	Avg mAP27.7	27	3d ago
THUMOS14 (test)	VideoMAE V2	mAP69.6	25	3d ago
ActivityNet	mid-resolution baseline detector	Average mAP35.1	17	3d ago
ActivityNet (val)	UniMD+Sync.	mAP39.83	16	3d ago
MultiTHUMOS	DualDETR	Detection mAP32.6	12	3d ago
HACS 1.1 (val)	TCANet	Average mAP39.77	11	3d ago
FineGym (new data split)	SSN	mAP@0.120.23	10	3d ago
THUMOS14-C v1.0 (test)	TriDet + Ours	Clean mAP75.6	9	3d ago
TVSeries (test)	CBR-TS	mAP11	9	3d ago
THUMOS 2014 (test)	SSN*	mAP@0.166	8	2d ago
Ego4D MQ 1.0 (test)	DyFADet	AP @ IoU 0.128.8	8	3d ago
Ego4D Moment Queries v2.0 (val)	AdaTAD	mAP Avg28.08	7	3d ago
FineAction (test)	VideoMAE V2	Avg mAP18.24	7	3d ago
Inference Speed Benchmark	mid-resolution baseline detector	Inference FPS5,076	7	3d ago
ActivityNet C 1.3 (test)	ActionFormer	Clean mAP38.47	6	3d ago
Penguin dataset (test)		mAP@0.11	6	3d ago
THUMOS14	DaoTAD	Inference Speed (FPS)6,668	5	3d ago
Epic-Kitchen Noun 100	DyFADet	AP @ IoU=0.126.8	4	3d ago
Epic-Kitchen Verb 100	DyFADet	mAP @ IoU=0.128	4	3d ago

Showing 25 of 27 rows