3D finger tracking and recognition image processing for real-time music playing with depth sensors
學年 106
學期 2
出版（發表）日期 2018-04-01
作品名稱 3D finger tracking and recognition image processing for real-time music playing with depth sensors
作品名稱（其他語言）
著者 Wu, Shih-Jung, et al.
單位
出版者
著錄名稱、卷期、頁數 Multimedia Tools and Applications 77(8), p.9233-9248
摘要 In this research, we propose a state-of-the-art 3D finger gesture tracking and recognition method. We use the depth sensors for both hands in real time music playing. In line with the development of 3D depth cameras, we implemented a set of 3D gesture-based instruments, such as Virtual Cello and Virtual Piano, which need precise finger tracking in 3D space. For hands tracking, model-based tracking for left hand and appearance-based tracking for right hand techniques are proposed. To detect finger gestures, our approaches consist number of systematic steps as reducing noise in depth map and geometrical processing for Virtual Cello. For Virtual Piano, we introduce the Neural Network (NN) method to detect special hand gestures. It has Multilayer Perceptron (MLP) structure with back propagation training. Literature has few examples using touch screen as medium, with fixed-coordinates, and 2D–gestures to control MIDI input. The end users should no longer carry anything on their hands. We use Senz3D and Leap Motion due to a few technical benefits. Senz3D and Leap Motion use a closer distance to hands, thus detailed finger gestures can be precisely identified. In the past years, we announced a set of virtual musical instruments and the MINE Virtual Band. Our research work is tested on lab environment and professional theatrical stage. More information and demonstrations of the proposed method can be accessed at: http://video.minelab.tw/DETS/VMIB/.
關鍵字 3D finger gesture;3D finger tracking;3D finger recognition, Gesture recognition, Neural network;Senz3D;Leap motion Virtual musical instruments
語言 en
ISSN 1380-7501; 1573-7721
期刊性質 國外
收錄於 SCI EI
產學合作
通訊作者
審稿制度 否
國別 USA
公開徵稿
出版型式 ,電子版,紙本
相關連結

機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/116243 )

SDGS 產業創新與基礎設施