Action Recognition on THUMOS’14

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Extra Data	Paper	Date↕	Code
1	BMN	38.8	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
2	MGG UNet	37.4	No	Multi-granularity Generator for Temporal Action ...	2018-11-28	-
3	BSN	36.9	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
4	Two-stream R-C3D (Sum) + OHEM	36.1	No	Two-Stream Region Convolutional 3D Network for T...	2019-06-05	-
5	Single-stream R-C3D + OHEM	35.8	No	Two-Stream Region Convolutional 3D Network for T...	2019-06-05	-
6	SSN	29.8	No	Temporal Action Detection with Structured Segmen...	2017-04-20	Code
7	Single-stream R-C3D (two-way buffer)	28.9	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
8	Single-stream R-C3D (one-way buffer)	27	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
9	Dai et. al.	25.6	No	Temporal Context Network for Activity Localizati...	2017-08-08	-
10	TURN	24.5	No	TURN TAP: Temporal Unit Regression Network for T...	2017-03-17	Code
11	Shou et. al.	19	No	Temporal Action Localization in Untrimmed Videos...	2016-01-09	Code
12	Yeung et. al.	17.1	No	End-to-end Learning of Action Detection from Fra...	2015-11-22	Code

#1BMNSOTA
38.8
mAP@0.5· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#2MGG UNetSOTA
37.4
mAP@0.5· 2018-11-28
Multi-granularity Generator for Temporal Action Proposal
#3BSNSOTA
36.9
mAP@0.5· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#4Two-stream R-C3D (Sum) + OHEM
36.1
mAP@0.5· 2019-06-05
Two-Stream Region Convolutional 3D Network for Temporal Activity Detection
#5Single-stream R-C3D + OHEM
35.8
mAP@0.5· 2019-06-05
Two-Stream Region Convolutional 3D Network for Temporal Activity Detection
#6SSNSOTA
29.8
mAP@0.5· 2017-04-20
Temporal Action Detection with Structured Segment Networks Code
#7Single-stream R-C3D (two-way buffer)SOTA
28.9
mAP@0.5· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#8Single-stream R-C3D (one-way buffer)
27
mAP@0.5· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#9Dai et. al.
25.6
mAP@0.5· 2017-08-08
Temporal Context Network for Activity Localization in Videos
#10TURNSOTA
24.5
mAP@0.5· 2017-03-17
TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals Code
#11Shou et. al.SOTA
19
mAP@0.5· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Code
#12Yeung et. al.SOTA
17.1
mAP@0.5· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos Code