A Review on Human Activity Recognition Using Vision-Based Method

Table 3

Overview of representative datasets.

Dataset	Modality	Level	Year	References	Web pages	Activity category
RGBD-HuDaAct	RGB-D	Interaction level	2013	[163]	http://adsc.illinois.edu/sites/default/files/files/ADSC-RGBD-dataset-download-instructions.pdf	12 classes: eat meal, drink water, mop floor, and so forth
Hollywood	RGB	Interaction level	2008	[50]	http://www.di.ens.fr/~laptev/download.html#actionclassification	8 classes: answer phone, hug person, kiss, and so forth
Hollywood-2	RGB	Interaction level	2009	[158]	http://www.di.ens.fr/~laptev/download.html#actionclassification	12 classes: answer phone, driving a car, fight, and so forth
UCF sports	RGB	Interaction level	2008	[91]	http://crcv.ucf.edu/data/UCF_Sports_Action.php	10 classes: golf swing, diving, lifting, and so forth
KTH	RGB	Activity/action level	2004	[105]	http://www.nada.kth.se/cvap/actions/	6 classes: walking, jogging, running, and so forth
Weizmann	RGB	Activity/action level	2005	[5]	http://www.wisdom.weizmann.ac.il/~vision/SpaceTimeActions.html	10 classes: run, walk, bend, jumping-jack, and so forth
NTU-MSR	RGB-D	Action primitive level	2013	[152]	http://web.cs.ucla.edu/~zhou.ren/	10 classes: it contains 10 different gestures.
MSRC-Gesture	RGB-D	Action primitive level	2012	[153]	http://research.microsoft.com/en-us/um/cambridge/projects/msrc12/	12 classes: it contains 12 different gestures.
MSR DailyAction3D	RGB-D	Interaction level	2012	[160]	http://research.microsoft.com/en-us/um/people/zliu/actionrecorsrc/default.htm	16 classes: call cellphone, use laptop, walk, and so forth
MSR Action3D	Depth	Activity/action level	2010	[76]	http://research.microsoft.com/en-us/um/people/zliu/actionrecorsrc/default.htm	20 classes: high arm wave, hand clap, jogging, and so forth