Action Recognition on THUMOS’14

Metric: mAP@0.2 (higher is better)

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#	Model↕	mAP@0.2▼	Extra Data	Paper	Date↕	Code
1	SSN	59.4	No	Temporal Action Detection with Structured Segmen...	2017-04-20	Code
2	Single-stream R-C3D + OHEM	54.9	No	Two-Stream Region Convolutional 3D Network for T...	2019-06-05	-
3	Two-stream R-C3D (Sum) + OHEM	54.7	No	Two-Stream Region Convolutional 3D Network for T...	2019-06-05	-
4	Single-stream R-C3D (two-way buffer)	51.5	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
5	Single-stream R-C3D (one-way buffer)	49.2	No	R-C3D: Region Convolutional 3D Network for Tempo...	2017-03-22	Code
6	Yeung et. al.	44	No	End-to-end Learning of Action Detection from Fra...	2015-11-22	Code
7	Shou et. al.	43.5	No	Temporal Action Localization in Untrimmed Videos...	2016-01-09	Code

#1SSNSOTA
59.4
mAP@0.2· 2017-04-20
Temporal Action Detection with Structured Segment Networks Code
#2Single-stream R-C3D + OHEM
54.9
mAP@0.2· 2019-06-05
Two-Stream Region Convolutional 3D Network for Temporal Activity Detection
#3Two-stream R-C3D (Sum) + OHEM
54.7
mAP@0.2· 2019-06-05
Two-Stream Region Convolutional 3D Network for Temporal Activity Detection
#4Single-stream R-C3D (two-way buffer)SOTA
51.5
mAP@0.2· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#5Single-stream R-C3D (one-way buffer)
49.2
mAP@0.2· 2017-03-22
R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Code
#6Yeung et. al.SOTA
44
mAP@0.2· 2015-11-22
End-to-end Learning of Action Detection from Frame Glimpses in Videos Code
#7Shou et. al.
43.5
mAP@0.2· 2016-01-09
Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Code