Action Localization on THUMOS’14

Metric: mAP IOU@0.2 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mAP IOU@0.2▼	Extra Data	Paper	Date↕	Code
1	TSP	72.29	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
2	GCM	70.9	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
3	AGT (Ours)	69.8	No	Activity Graph Transformer for Temporal Action L...	2021-01-21	-
4	P-GCN	67.8	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
5	ASM-Loc	65.5	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
6	CO2-Net	63.6	No	Cross-modal Consensus Network for Weakly Supervi...	2021-07-27	Code
7	TAL-Net	57.1	No	Rethinking the Faster R-CNN Architecture for Tem...	2018-04-20	-
8	CBR-TS	56.7	No	Cascaded Boundary Regression for Temporal Action...	2017-05-02	-
9	A2CL-PT	56.1	No	Adversarial Background-Aware Loss for Weakly-sup...	2020-07-13	Code
10	R-C3D	51.5	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
11	TURN-FL-16 + S-CNN	50.9	No	TURN TAP: Temporal Unit Regression Network for T...	2017-03-17	Code
12	Yeung et al.	44	No	End-to-end Learning of Action Detection from Fra...	2015-11-22	Code
13	S-CNN	43.5	No	Temporal Action Localization in Untrimmed Videos...	2016-01-09	Code

#1TSPSOTA
72.29
mAP IOU@0.2· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#2GCM
70.9
mAP IOU@0.2· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#3AGT (Ours)
69.8
mAP IOU@0.2· 2021-01-21
Activity Graph Transformer for Temporal Action Localization
#4P-GCNSOTA
67.8
mAP IOU@0.2· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code
#5ASM-Loc
65.5
mAP IOU@0.2· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#6CO2-Net
63.6
mAP IOU@0.2· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization Code
#7TAL-NetSOTA
57.1
mAP IOU@0.2· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#8CBR-TSSOTA
56.7
mAP IOU@0.2· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#9A2CL-PT
56.1
mAP IOU@0.2· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization Code
#10R-C3DSOTA
51.5
mAP IOU@0.2· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#11TURN-FL-16 + S-CNNSOTA
50.9
mAP IOU@0.2· 2017-03-17
TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals Code
#12Yeung et al.SOTA
44
mAP IOU@0.2· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos Code
#13S-CNN
43.5
mAP IOU@0.2· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Code