Weakly Supervised Action Localization 벤치마크

Weakly Supervised Action Localization on THUMOS14

60개 결과 · ⬇ CSV · JSON

avg-mAP (0.3-0.7)

Rank	Model	avg-mAP (0.3-0.7)	avg-mAP (0.1:0.7)	avg-mAP (0.1-0.5)	Extra Training Data	Paper	Code	Year
1	HR-Pro	51.1	60.3	71.6	✓	HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation	pipixin321/hr-pro	2023
2	LACP	44.5	52.8	62.7	✓	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization	Pilhyeon/Learning-Action-Completeness-from-Points	2021
3	P-MIL	38.0	47.0	57.4		Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization	RenHuan1999/CVPR2023_P-MIL	2023
4	Ju et al.	35.4	44.8	55.6	✓	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses		2020
5	ACM-Net	33.4	42.6	53.2		ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization	ispc-lab/ACM-Net · mengyuanchen21/cvpr2022-ftcl	2021
6	Lee et al.	32.9	41.9	51.6		Weakly-supervised Temporal Action Localization by Uncertainty Modeling	Pilhyeon/WTAL-Uncertainty-Modeling · Pilhyeon/Learning-Action-Completeness-from-Points	2020
7	AMS	32.4	42.3	52.0		Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization		2021
7	AUMN	32.4	41.5	52.1		Action Unit Memory Network for Weakly Supervised Temporal Action Localization		2021
9	CoLA	32.1	40.9	50.3		CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning	zhang-can/CoLA	2021
10	A2CL-PT	30.6	37.8	46.9		Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization	kylemin/A2CL-PT	2020
11	EM-ML	30.4	37.7	44.9		Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning	airmachine/EM-MIL-WeaklyActionDetection	2020
12	TSCN	28.8	37.8	47.0		Two-Stream Consensus Network for Weakly-Supervised Temporal Action Localization		2020
13	HR-Pro	51.1	60.3	71.6	✓	HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation	pipixin321/hr-pro	2023
14	LACP	44.5	52.8	62.7	✓	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization	Pilhyeon/Learning-Action-Completeness-from-Points	2021
15	P-MIL	38.0	47.0	57.4		Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization	RenHuan1999/CVPR2023_P-MIL	2023
16	Ju et al.	35.4	44.8	55.6	✓	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses		2020
17	ACM-Net	33.4	42.6	53.2		ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization	ispc-lab/ACM-Net · mengyuanchen21/cvpr2022-ftcl	2021
18	Lee et al.	32.9	41.9	51.6		Weakly-supervised Temporal Action Localization by Uncertainty Modeling	Pilhyeon/WTAL-Uncertainty-Modeling · Pilhyeon/Learning-Action-Completeness-from-Points	2020
19	AMS	32.4	42.3	52.0		Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization		2021
19	AUMN	32.4	41.5	52.1		Action Unit Memory Network for Weakly Supervised Temporal Action Localization		2021