Weakly Supervised Action Localization on THUMOS’14

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	LACP	45.3	No	Learning Action Completeness from Points for Wea...	2021-08-11	Code
2	ProCL	40.5	No	Weakly-Supervised Temporal Action Localization b...	2022-06-22	Code
3	P-MIL	40	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
4	D2-Net	35.9	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
5	Ju et al.	35.9	No	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
6	ACM-Net	34.6	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
7	Lee et al.	33.7	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
8	ACS-Net	32.4	No	ACSNet: Action-Context Separation Network for We...	2021-03-28	-
9	CoLA	32.2	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
10	EM-MIL	30.5	No	Weakly-Supervised Action Localization with Expec...	2020-03-31	Code
11	A2CL-PT	30.1	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
12	BasNet	27	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
13	3C-Net	26.6	No	3C-Net: Category Count and Center Loss for Weakl...	2019-08-22	Code