Real-Time 3D Hand Gesture Recognition from Depth Image

Autor: Song Lin, Rui Min Hu, Li Yu Gong, Yu Lian Xiao
Rok vydání: 2013
Předmět:
Zdroj: Advanced Materials Research. :2826-2829
ISSN: 1662-8985
DOI: 10.4028/www.scientific.net/amr.765-767.2826
Popis: In this paper, we propose a novel real-time 3D hand gesture recognition algorithm based on depth information. We segment out the hand region from depth image and convert it to a point cloud. Then, 3D moment invariant features are computed at the point cloud. Finally, support vector machine (SVM) is employed to classify the shape of hand into different categories. We collect a benchmark dataset using Microsoft Kinect for Xbox and test the propose algorithm on it. Experimental results prove the robustness of our proposed algorithm.
Databáze: OpenAIRE