Temporal Action Localization on THUMOS 2014

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	HR-Pro	52.2	Yes	HR-Pro: Point-supervised Temporal Action Localiz...	2023-08-24	Code
2	LACP	45.3	Yes	Learning Action Completeness from Points for Wea...	2021-08-11	Code
3	PivoTAL	42.8	No	-	-	-
4	SAL	41.8	No	-	-	Code
5	AFPS	41	No	-	-	Code
6	P-MIL	40	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
7	CO2-Net	38.3	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
8	TSN	37.1	No	-	-	-
9	AICL	36.9	No	-	-	Code
10	Ju et al.	35.9	Yes	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
11	D2-Net	35.9	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
12	ACM-Net	34.6	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
13	Lee et al.	33.7	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
14	CoLA	32.2	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
15	SF-Net	30.5	Yes	SF-Net: Single-Frame Supervision for Temporal Ac...	2020-03-15	Code
16	A2CL-PT	30.1	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
17	DGAM	28.8	No	Weakly-Supervised Action Localization by Generat...	2020-03-27	Code
18	BaS-Net	27	No	Background Suppression Network for Weakly-superv...	2019-11-22	Code
19	3C-Net	26.6	No	3C-Net: Category Count and Center Loss for Weakl...	2019-08-22	Code
20	TSM	24.5	No	-	-	-
21	CleanNet	23.9	No	-	-	-
22	CMCS	23.1	No	-	-	Code
23	W-TALC	22.8	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
24	AutoLoc	21.2	No	-	-	-
25	MAAN	20.3	No	Marginalized Average Attentional Network for Wea...	2019-05-21	-
26	STPN	16.9	No	Weakly Supervised Action Localization by Sparse ...	2017-12-14	Code
27	UntrimmedNets	13.7	No	UntrimmedNets for Weakly Supervised Action Recog...	2017-03-09	Code
28	Hide-and-seek	6.8	No	Hide-and-Seek: Forcing a Network to be Meticulou...	2017-04-13	Code

#1HR-ProSOTA
52.2
mAP@0.5· Extra Data· 2023-08-24
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation Code
#2LACPSOTA
45.3
mAP@0.5· Extra Data· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#3PivoTAL
42.8
mAP@0.5
No paper
#4SAL
41.8
mAP@0.5
No paperCode
#5AFPS
41
mAP@0.5
No paperCode
#6P-MIL
40
mAP@0.5· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#7CO2-NetSOTA
38.3
mAP@0.5· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#8TSN
37.1
mAP@0.5
No paper
#9AICL
36.9
mAP@0.5
No paperCode
#10Ju et al.
35.9
mAP@0.5· Extra Data· 2020-12-15
Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses
#11D2-NetSOTA
35.9
mAP@0.5· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#12ACM-Net
34.6
mAP@0.5· 2021-04-07
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Code
#13Lee et al.SOTA
33.7
mAP@0.5· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#14CoLA
32.2
mAP@0.5· 2021-03-30
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning Code
#15SF-NetSOTA
30.5
mAP@0.5· Extra Data· 2020-03-15
SF-Net: Single-Frame Supervision for Temporal Action Localization Code
#16A2CL-PT
30.1
mAP@0.5· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#17DGAM
28.8
mAP@0.5· 2020-03-27
Weakly-Supervised Action Localization by Generative Attention Modeling Code
#18BaS-NetSOTA
27
mAP@0.5· 2019-11-22
Background Suppression Network for Weakly-supervised Temporal Action Localization Code
#193C-NetSOTA
26.6
mAP@0.5· 2019-08-22
3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization Code
#20TSM
24.5
mAP@0.5
No paper
#21CleanNet
23.9
mAP@0.5
No paper
#22CMCS
23.1
mAP@0.5
No paperCode
#23W-TALCSOTA
22.8
mAP@0.5· 2018-07-27
W-TALC: Weakly-supervised Temporal Activity Localization and Classification Code
#24AutoLoc
21.2
mAP@0.5
No paper
#25MAAN
20.3
mAP@0.5· 2019-05-21
Marginalized Average Attentional Network for Weakly-Supervised Learning
#26STPNSOTA
16.9
mAP@0.5· 2017-12-14
Weakly Supervised Action Localization by Sparse Temporal Pooling Network Code
#27UntrimmedNetsSOTA
13.7
mAP@0.5· 2017-03-09
UntrimmedNets for Weakly Supervised Action Recognition and Detection Code
#28Hide-and-seek
6.8
mAP@0.5· 2017-04-13
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization Code