Weakly Supervised Action Localization on ActivityNet-1.2

Metric: mAP@0.5 (higher is better)

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Results

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	AICL	49.6	No	-	-	Code
2	AFPS	48.6	No	-	-	Code
3	SAL	48.5	No	-	-	Code
4	P-MIL	44.2	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
5	LACP	44	No	Learning Action Completeness from Points for Wea...	2021-08-11	Code
6	CASE	43.8	No	Revisiting Foreground and Background Separation ...	2023-12-21	Code
7	CoLA	42.7	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
8	D2-Net	42.3	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
9	Lee et al.	41.2	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
10	DGAM	41	No	Weakly-Supervised Action Localization by Generat...	2020-03-27	Code
11	ASL	40.2	No	Weakly Supervised Action Selection Learning in V...	2021-05-06	Code
12	BaS-Net	38.5	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
13	SF-Net	37.8	No	SF-Net: Single-Frame Supervision for Temporal Ac...	2020-03-15	Code
14	3C-Net	37.2	No	3C-Net: Category Count and Center Loss for Weakl...	2019-08-22	Code
15	CleanNet	37.1	No	-	-	-
16	W-TALC	37	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
17	CMCS	36.8	No	-	-	Code
18	TSM	28.3	No	-	-	-
19	AutoLoc	27.3	No	-	-	-

#1AICL
49.6
mAP@0.5
No paperCode
#2AFPS
48.6
mAP@0.5
No paperCode
#3SAL
48.5
mAP@0.5
No paperCode
#4P-MILSOTA
44.2
mAP@0.5· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#5LACPSOTA
44
mAP@0.5· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#6CASE
43.8
mAP@0.5· 2023-12-21
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach Code
#7CoLASOTA
42.7
mAP@0.5· 2021-03-30
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning Code
#8D2-NetSOTA
42.3
mAP@0.5· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#9Lee et al.SOTA
41.2
mAP@0.5· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#10DGAMSOTA
41
mAP@0.5· 2020-03-27
Weakly-Supervised Action Localization by Generative Attention Modeling Code
#11ASL
40.2
mAP@0.5· 2021-05-06
Weakly Supervised Action Selection Learning in Video Code
#12BaS-NetSOTA
38.5
mAP@0.5· 2019-11-22
Background Suppression Network for Weakly-supervised Temporal Action Localization Code
#13SF-Net
37.8
mAP@0.5· 2020-03-15
SF-Net: Single-Frame Supervision for Temporal Action Localization Code
#143C-NetSOTA
37.2
mAP@0.5· 2019-08-22
3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization Code
#15CleanNet
37.1
mAP@0.5
No paper
#16W-TALCSOTA
37
mAP@0.5· 2018-07-27
W-TALC: Weakly-supervised Temporal Activity Localization and Classification Code
#17CMCS
36.8
mAP@0.5
No paperCode
#18TSM
28.3
mAP@0.5
No paper
#19AutoLoc
27.3
mAP@0.5
No paper