Video on THUMOS 2014

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	HR-Pro	52.2	Yes	HR-Pro: Point-supervised Temporal Action Localiz...	2023-08-24	Code
2	LACP	45.3	Yes	Learning Action Completeness from Points for Wea...	2021-08-11	Code
3	PivoTAL	42.8	No	-	-	-
4	SAL	41.8	No	-	-	Code
5	AFPS	41	No	-	-	Code
6	P-MIL	40	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
7	CO2-Net	38.3	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
8	TSN	37.1	No	-	-	-
9	AICL	36.9	No	-	-	Code
10	Ju et al.	35.9	Yes	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
11	D2-Net	35.9	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
12	ACM-Net	34.6	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
13	Lee et al.	33.7	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
14	CoLA	32.2	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
15	SF-Net	30.5	Yes	SF-Net: Single-Frame Supervision for Temporal Ac...	2020-03-15	Code
16	A2CL-PT	30.1	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
17	DGAM	28.8	No	Weakly-Supervised Action Localization by Generat...	2020-03-27	Code
18	BaS-Net	27	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
19	3C-Net	26.6	No	3C-Net: Category Count and Center Loss for Weakl...	2019-08-22	Code
20	TSM	24.5	No	-	-	-
21	CleanNet	23.9	No	-	-	-
22	CMCS	23.1	No	-	-	Code
23	W-TALC	22.8	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
24	AutoLoc	21.2	No	-	-	-
25	MAAN	20.3	No	Marginalized Average Attentional Network for Wea...	2019-05-21	-
26	STPN	16.9	No	Weakly Supervised Action Localization by Sparse ...	2017-12-14	Code
27	UntrimmedNets	13.7	No	UntrimmedNets for Weakly Supervised Action Recog...	2017-03-09	Code
28	Hide-and-seek	6.8	No	Hide-and-Seek: Forcing a Network to be Meticulou...	2017-04-13	Code