Weakly Supervised Action Localization on ActivityNet-1.3

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	PivoTAL	45.1	No	-	-	-
2	SAL	44.5	No	-	-	Code
3	AICL	44.2	No	-	-	Code
4	AFPS	43.9	No	-	-	Code
5	CASE	43.2	No	Revisiting Foreground and Background Separation ...	2023-12-21	Code
6	TSN	41.8	No	-	-	-
7	P-MIL	41.8	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
8	LACP	40.4	No	Learning Action Completeness from Points for Wea...	2021-08-11	Code
9	ACM-Net	40.1	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
10	Lee et al.	37	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
11	A2CL-PT	36.8	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
12	BaS-Net	34.5	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
13	MAAN	33.7	No	Marginalized Average Attentional Network for Wea...	2019-05-21	-
14	TSM	30.3	No	-	-	-
15	STPN	29.3	No	Weakly Supervised Action Localization by Sparse ...	2017-12-14	Code

#1PivoTAL
45.1
mAP@0.5
No paper
#2SAL
44.5
mAP@0.5
No paperCode
#3AICL
44.2
mAP@0.5
No paperCode
#4AFPS
43.9
mAP@0.5
No paperCode
#5CASESOTA
43.2
mAP@0.5· 2023-12-21
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach Code
#6TSN
41.8
mAP@0.5
No paper
#7P-MILSOTA
41.8
mAP@0.5· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#8LACPSOTA
40.4
mAP@0.5· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#9ACM-NetSOTA
40.1
mAP@0.5· 2021-04-07
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Code
#10Lee et al.SOTA
37
mAP@0.5· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#11A2CL-PT
36.8
mAP@0.5· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#12BaS-NetSOTA
34.5
mAP@0.5· 2019-11-22
Background Suppression Network for Weakly-supervised Temporal Action Localization Code
#13MAANSOTA
33.7
mAP@0.5· 2019-05-21
Marginalized Average Attentional Network for Weakly-Supervised Learning
#14TSM
30.3
mAP@0.5
No paper
#15STPNSOTA
29.3
mAP@0.5· 2017-12-14
Weakly Supervised Action Localization by Sparse Temporal Pooling Network Code