Temporal Action Localization on THUMOS 2014

Metric: mAP@0.1:0.5 (higher is better)

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#	Model↕	mAP@0.1:0.5▼	Extra Data	Paper	Date↕	Code
1	HR-Pro	71.6	Yes	HR-Pro: Point-supervised Temporal Action Localiz...	2023-08-24	Code
2	LACP	62.7	Yes	Learning Action Completeness from Points for Wea...	2021-08-11	Code
3	SAL	61.5	No	-	-	Code
4	PivoTAL	60.1	No	-	-	-
5	AFPS	59.1	No	-	-	Code
6	P-MIL	57.4	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
7	TSN	57.2	No	-	-	-
8	CASE	57.1	No	Revisiting Foreground and Background Separation ...	2023-12-21	Code
9	AICL	56.9	No	-	-	Code
10	Ju et al.	55.6	Yes	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
11	CO2-Net	54.4	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
12	ACM-Net	53.2	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
13	Lee et al.	51.6	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
14	D2-Net	51.4	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
15	SF-Net	51.2	Yes	SF-Net: Single-Frame Supervision for Temporal Ac...	2020-03-15	Code
16	CoLA	50.3	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
17	A2CL-PT	46.9	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
18	DGAM	45.6	No	Weakly-Supervised Action Localization by Generat...	2020-03-27	Code
19	BaS-Net	43.6	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code

#1HR-ProSOTA
71.6
mAP@0.1:0.5· Extra Data· 2023-08-24
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation Code
#2LACPSOTA
62.7
mAP@0.1:0.5· Extra Data· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#3SAL
61.5
mAP@0.1:0.5
No paperCode
#4PivoTAL
60.1
mAP@0.1:0.5
No paper
#5AFPS
59.1
mAP@0.1:0.5
No paperCode
#6P-MIL
57.4
mAP@0.1:0.5· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#7TSN
57.2
mAP@0.1:0.5
No paper
#8CASE
57.1
mAP@0.1:0.5· 2023-12-21
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach Code
#9AICL
56.9
mAP@0.1:0.5
No paperCode
#10Ju et al.SOTA
55.6
mAP@0.1:0.5· Extra Data· 2020-12-15
Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses
#11CO2-Net
54.4
mAP@0.1:0.5· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#12ACM-Net
53.2
mAP@0.1:0.5· 2021-04-07
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Code
#13Lee et al.SOTA
51.6
mAP@0.1:0.5· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#14D2-Net
51.4
mAP@0.1:0.5· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#15SF-NetSOTA
51.2
mAP@0.1:0.5· Extra Data· 2020-03-15
SF-Net: Single-Frame Supervision for Temporal Action Localization Code
#16CoLA
50.3
mAP@0.1:0.5· 2021-03-30
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning Code
#17A2CL-PT
46.9
mAP@0.1:0.5· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#18DGAM
45.6
mAP@0.1:0.5· 2020-03-27
Weakly-Supervised Action Localization by Generative Attention Modeling Code
#19BaS-NetSOTA
43.6
mAP@0.1:0.5· 2019-11-22
Background Suppression Network for Weakly-supervised Temporal Action Localization Code