Action Detection on Multi-THUMOS

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	MLAD	51.5	No	Modeling Multi-Label Action Dependencies for Tem...	2021-03-04	Code
2	CTRN	51.2	No	CTRN: Class-Temporal Relational Network for Acti...	2021-10-26	-
3	PDAN	47.6	No	-	-	Code
4	TGM	46.4	No	Temporal Gaussian Mixture Layer for Videos	2018-03-16	Code
5	MS-TCT (RGB only)	43.1	No	MS-TCT: Multi-Scale Temporal ConvTransformer for...	2021-12-07	Code
6	I3D + our super-event	36.4	No	Learning Latent Super-Events to Detect Multiple ...	2017-12-05	Code
7	Two-stream + LSTM	28.1	No	Every Moment Counts: Dense Detailed Labeling of ...	2015-07-21	Code
8	Two-stream	27.6	No	Every Moment Counts: Dense Detailed Labeling of ...	2015-07-21	Code

#1MLADSOTA
51.5
mAP· 2021-03-04
Modeling Multi-Label Action Dependencies for Temporal Action Localization Code
#2CTRN
51.2
mAP· 2021-10-26
CTRN: Class-Temporal Relational Network for Action Detection
#3PDAN
47.6
mAP
No paperCode
#4TGMSOTA
46.4
mAP· 2018-03-16
Temporal Gaussian Mixture Layer for Videos Code
#5MS-TCT (RGB only)
43.1
mAP· 2021-12-07
MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection Code
#6I3D + our super-eventSOTA
36.4
mAP· 2017-12-05
Learning Latent Super-Events to Detect Multiple Activities in Videos Code
#7Two-stream + LSTMSOTA
28.1
mAP· 2015-07-21
Every Moment Counts: Dense Detailed Labeling of Actions in Complex Videos Code
#8Two-stream
27.6
mAP· 2015-07-21
Every Moment Counts: Dense Detailed Labeling of Actions in Complex Videos Code