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Action Localization
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THUMOS’14
Action Localization on THUMOS’14
Metric: mAP IOU@0.2 (higher is better)
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mAP IOU@0.2 (best first)
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Model name (A→Z)
#
Model
↕
mAP IOU@0.2
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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
#1
TSP
SOTA
72.29
mAP IOU@0.2
· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks
Code
#2
GCM
70.9
mAP IOU@0.2
· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#3
AGT (Ours)
69.8
mAP IOU@0.2
· 2021-01-21
Activity Graph Transformer for Temporal Action Localization
#4
P-GCN
SOTA
67.8
mAP IOU@0.2
· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization
Code
#5
ASM-Loc
65.5
mAP IOU@0.2
· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization
Code
#6
CO2-Net
63.6
mAP IOU@0.2
· 2021-07-27
Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization
Code
#7
TAL-Net
SOTA
57.1
mAP IOU@0.2
· 2018-04-20
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
#8
CBR-TS
SOTA
56.7
mAP IOU@0.2
· 2017-05-02
Cascaded Boundary Regression for Temporal Action Detection
#9
A2CL-PT
56.1
mAP IOU@0.2
· 2020-07-13
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization
Code
#10
R-C3D
SOTA
51.5
mAP IOU@0.2
· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection
Code
#11
TURN-FL-16 + S-CNN
SOTA
50.9
mAP IOU@0.2
· 2017-03-17
TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals
Code
#12
Yeung et al.
SOTA
44
mAP IOU@0.2
· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos
Code
#13
S-CNN
43.5
mAP IOU@0.2
· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs
Code