Video on THUMOS 2014

Metric: mAP@0.1:0.7 (higher is better)

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#	Model↕	mAP@0.1:0.7▼	Extra Data	Paper	Date↕	Code
1	HR-Pro	60.3	Yes	HR-Pro: Point-supervised Temporal Action Localiz...	2023-08-24	Code
2	LACP	52.8	Yes	Learning Action Completeness from Points for Wea...	2021-08-11	Code
3	SAL	50.6	No	-	-	Code
4	PivoTAL	49.6	No	-	-	-
5	CASE + Zhou et al.	49.2	No	Revisiting Foreground and Background Separation ...	2023-12-21	Code
6	AFPS	48.5	No	-	-	Code
7	P-MIL	47	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
8	AICL	46.4	No	-	-	Code
9	TSN	46.2	No	-	-	-
10	CASE	46.2	No	Revisiting Foreground and Background Separation ...	2023-12-21	Code
11	Ju et al.	44.8	Yes	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
12	CO2-Net	44.6	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
13	ACM-Net	42.6	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
14	Lee et al.	41.9	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
15	SF-Net	41.2	Yes	SF-Net: Single-Frame Supervision for Temporal Ac...	2020-03-15	Code
16	CoLA	40.9	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
17	A2CL-PT	37.8	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
18	DGAM	37	No	Weakly-Supervised Action Localization by Generat...	2020-03-27	Code
19	BaS-Net	35.3	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
20	CMCS	32.4	No	-	-	Code
21	MAAN	31.6	No	Marginalized Average Attentional Network for Wea...	2019-05-21	-
22	STPN	27	No	Weakly Supervised Action Localization by Sparse ...	2017-12-14	Code

#1HR-ProSOTA
60.3
mAP@0.1:0.7· Extra Data· 2023-08-24
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation Code
#2LACPSOTA
52.8
mAP@0.1:0.7· Extra Data· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#3SAL
50.6
mAP@0.1:0.7
No paperCode
#4PivoTAL
49.6
mAP@0.1:0.7
No paper
#5CASE + Zhou et al.
49.2
mAP@0.1:0.7· 2023-12-21
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach Code
#6AFPS
48.5
mAP@0.1:0.7
No paperCode
#7P-MIL
47
mAP@0.1:0.7· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#8AICL
46.4
mAP@0.1:0.7
No paperCode
#9TSN
46.2
mAP@0.1:0.7
No paper
#10CASE
46.2
mAP@0.1:0.7· 2023-12-21
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach Code
#11Ju et al.SOTA
44.8
mAP@0.1:0.7· Extra Data· 2020-12-15
Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses
#12CO2-Net
44.6
mAP@0.1:0.7· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#13ACM-Net
42.6
mAP@0.1:0.7· 2021-04-07
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Code
#14Lee et al.SOTA
41.9
mAP@0.1:0.7· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#15SF-NetSOTA
41.2
mAP@0.1:0.7· Extra Data· 2020-03-15
SF-Net: Single-Frame Supervision for Temporal Action Localization Code
#16CoLA
40.9
mAP@0.1:0.7· 2021-03-30
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning Code
#17A2CL-PT
37.8
mAP@0.1:0.7· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#18DGAM
37
mAP@0.1:0.7· 2020-03-27
Weakly-Supervised Action Localization by Generative Attention Modeling Code
#19BaS-NetSOTA
35.3
mAP@0.1:0.7· 2019-11-22
Background Suppression Network for Weakly-supervised Temporal Action Localization Code
#20CMCS
32.4
mAP@0.1:0.7
No paperCode
#21MAANSOTA
31.6
mAP@0.1:0.7· 2019-05-21
Marginalized Average Attentional Network for Weakly-Supervised Learning
#22STPNSOTA
27
mAP@0.1:0.7· 2017-12-14
Weakly Supervised Action Localization by Sparse Temporal Pooling Network Code