Zero-Shot Learning on THUMOS14

Metric: avg-mAP (0.1:0.7) (higher is better)

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#	Model↕	avg-mAP (0.1:0.7)▼	Augmentations	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	P-MIL	47	No	Proposal-Based Multiple Instance Learning for We...	2023-05-29	Code
4	Ju et al.	44.8	Yes	Point-Level Temporal Action Localization: Bridgi...	2020-12-15	-
5	ACM-Net	42.6	No	ACM-Net: Action Context Modeling Network for Wea...	2021-04-07	Code
6	AMS	42.3	No	Adaptive Mutual Supervision for Weakly-Supervise...	2021-04-06	-
7	Lee et al.	41.9	No	Weakly-supervised Temporal Action Localization b...	2020-06-12	Code
8	AUMN	41.5	No	Action Unit Memory Network for Weakly Supervised...	2021-04-29	-
9	CoLA	40.9	No	CoLA: Weakly-Supervised Temporal Action Localiza...	2021-03-30	Code
10	A2CL-PT	37.8	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
11	TSCN	37.8	No	Two-Stream Consensus Network for Weakly-Supervis...	2020-10-22	-
12	EM-ML	37.7	No	Weakly-Supervised Action Localization with Expec...	2020-03-31	Code

#1HR-ProSOTA
60.3
avg-mAP (0.1:0.7)· Augmentations· 2023-08-24
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation Code
#2LACPSOTA
52.8
avg-mAP (0.1:0.7)· Augmentations· 2021-08-11
Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization Code
#3P-MIL
47
avg-mAP (0.1:0.7)· 2023-05-29
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization Code
#4Ju et al.SOTA
44.8
avg-mAP (0.1:0.7)· Augmentations· 2020-12-15
Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses
#5ACM-Net
42.6
avg-mAP (0.1:0.7)· 2021-04-07
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization Code
#6AMS
42.3
avg-mAP (0.1:0.7)· 2021-04-06
Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization
#7Lee et al.SOTA
41.9
avg-mAP (0.1:0.7)· 2020-06-12
Weakly-supervised Temporal Action Localization by Uncertainty Modeling Code
#8AUMN
41.5
avg-mAP (0.1:0.7)· 2021-04-29
Action Unit Memory Network for Weakly Supervised Temporal Action Localization
#9CoLA
40.9
avg-mAP (0.1:0.7)· 2021-03-30
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning Code
#10A2CL-PT
37.8
avg-mAP (0.1:0.7)· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#11TSCN
37.8
avg-mAP (0.1:0.7)· 2020-10-22
Two-Stream Consensus Network for Weakly-Supervised Temporal Action Localization
#12EM-MLSOTA
37.7
avg-mAP (0.1:0.7)· 2020-03-31
Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning Code