Weakly Supervised Action Localization 벤치마크

Weakly Supervised Action Localization on THUMOS’14

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mAP@0.5

Rank	Model	mAP@0.5	avg-mAP (0.1-0.5)	Paper	Code	Year
1	LACP	45.3	–	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization	Pilhyeon/Learning-Action-Completeness-from-Points	2021
2	ProCL	40.5	58.2	Weakly-Supervised Temporal Action Localization by Progressive Complementary Learning	Run542968/ProCL · fjchange/him-net	2022
3	P-MIL	40.0	–	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization	RenHuan1999/CVPR2023_P-MIL	2023
4	D2-Net	35.9	–	D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations	naraysa/D2-Net	2020
4	Ju et al.	35.9	–	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses		2020
6	ACM-Net	34.6	–	ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization	ispc-lab/ACM-Net · mengyuanchen21/cvpr2022-ftcl	2021
7	Lee et al.	33.7	–	Weakly-supervised Temporal Action Localization by Uncertainty Modeling	Pilhyeon/WTAL-Uncertainty-Modeling · Pilhyeon/Learning-Action-Completeness-from-Points	2020
8	ACS-Net	32.4	–	ACSNet: Action-Context Separation Network for Weakly Supervised Temporal Action Localization		2021
9	CoLA	32.2	–	CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning	zhang-can/CoLA	2021
10	EM-MIL	30.5	–	Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning	airmachine/EM-MIL-WeaklyActionDetection	2020
11	A2CL-PT	30.1	–	Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization	kylemin/A2CL-PT	2020
12	BasNet	27.0	–	Background Suppression Network for Weakly-supervised Temporal Action Localization	Pilhyeon/BaSNet-pytorch · Pilhyeon/Learning-Action-Completeness-from-Points	2019
13	3C-Net	26.6	–	3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization	naraysa/3c-net	2019
14	LACP	45.3	–	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization	Pilhyeon/Learning-Action-Completeness-from-Points	2021
15	ProCL	40.5	58.2	Weakly-Supervised Temporal Action Localization by Progressive Complementary Learning	Run542968/ProCL · fjchange/him-net	2022
16	P-MIL	40.0	–	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization	RenHuan1999/CVPR2023_P-MIL	2023
17	D2-Net	35.9	–	D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations	naraysa/D2-Net	2020
17	Ju et al.	35.9	–	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses		2020
19	ACM-Net	34.6	–	ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization	ispc-lab/ACM-Net · mengyuanchen21/cvpr2022-ftcl	2021
20	Lee et al.	33.7	–	Weakly-supervised Temporal Action Localization by Uncertainty Modeling	Pilhyeon/WTAL-Uncertainty-Modeling · Pilhyeon/Learning-Action-Completeness-from-Points	2020