Zero-Shot Learning on THUMOS’14

Metric: mAP IOU@0.1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mAP IOU@0.1▼	Augmentations	Paper	Date↕	Code
1	TSP	74.02	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
2	GCM	72.5	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
3	AGT (Ours)	72.1	No	Activity Graph Transformer for Temporal Action L...	2021-01-21	-
4	ASM-Loc	71.2	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
5	CO2-Net	70.1	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
6	P-GCN	69.5	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
7	DeepMetricLearner	62.3	No	Weakly Supervised Temporal Action Localization U...	2020-01-21	Code
8	A2CL-PT	61.2	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
9	CBR-TS	60.1	No	Cascaded Boundary Regression for Temporal Action...	2017-05-02	-
10	TAL-Net	59.8	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-
11	R-C3D	54.5	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
12	TURN-FL-16 + S-CNN	54	No	TURN TAP: Temporal Unit Regression Network for T...	2017-03-17	Code
13	Yeung et al.	48.9	No	End-to-end Learning of Action Detection from Fra...	2015-11-22	Code
14	S-CNN	47.7	No	Temporal Action Localization in Untrimmed Videos...	2016-01-09	Code

#1TSPSOTA
74.02
mAP IOU@0.1· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#2GCM
72.5
mAP IOU@0.1· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#3AGT (Ours)
72.1
mAP IOU@0.1· 2021-01-21
Activity Graph Transformer for Temporal Action Localization
#4ASM-Loc
71.2
mAP IOU@0.1· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#5CO2-Net
70.1
mAP IOU@0.1· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#6P-GCNSOTA
69.5
mAP IOU@0.1· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code
#7DeepMetricLearner
62.3
mAP IOU@0.1· 2020-01-21
Weakly Supervised Temporal Action Localization Using Deep Metric Learning Code
#8A2CL-PT
61.2
mAP IOU@0.1· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#9CBR-TSSOTA
60.1
mAP IOU@0.1· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#10TAL-Net
59.8
mAP IOU@0.1· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#11R-C3DSOTA
54.5
mAP IOU@0.1· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#12TURN-FL-16 + S-CNNSOTA
54
mAP IOU@0.1· 2017-03-17
TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals Code
#13Yeung et al.SOTA
48.9
mAP IOU@0.1· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos Code
#14S-CNN
47.7
mAP IOU@0.1· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Code