Gamefest 2011 Presentation
-
|
File name:
|
Date Published:
|
|
Kinect_Real_Time_Classification_of_Gestures_Using_Kinect_with_Emphasis_on_Dance_US.zip
|
11/14/2011
|
|
Version:
|
File size:
|
|
1.0
|
65.2 MB
|
We developed a system to quickly recognize dance gestures by using Kinect skeletal motion. Key components include a low-dimensional angular representation of the skeleton, a cascaded correlation-based classifier for multivariate time-series data, and a distance metric based on dynamic time-warping. We train the classifier on a benchmark comprising 28 gesture classes and hundreds of recorded gesture instances, and obtain an average accuracy of 95 percent for approximately 4-second skeletal motion recordings. Most gestures can be distinguished in 1 to 2 seconds.
-
Supported Operating System
Windows 7
-
PowerPoint presentation and WMA
Popular downloads