Title :
Real time robust hand gesture recognition and visual servoing
Author :
Bhat, Nagaraj N.
Author_Institution :
Dept. of Electr. & Electron. Eng., Birla Inst. of Technol., Ranchi, India
Abstract :
The paper introduces hand gesture recognition and morphological model for visual servoing in real time unconstrained environments for positioning, docking or mobile target pursuing in robotics. Vision based hand tracking is an important problem in human computer interaction, since hand motions and gestures could potentially be used to interact with computers in more natural ways. A simple and fast process for gesture recognition and direction control is implemented. SIFT algorithm is used for hand gesture recognition by generating and comparing the feature vectors. Once the gesture is confirmed for particular system (e.g. motor) selection, further procedure would be to drive the system in required direction. For this purpose a morphological operation is performed and Hough transform is applied on the image of interest for angle measurement. This value is fed to the control system for further servo actions. The entire process is implemented in MATLAB. The paper includes experiments of 7 different hand postures and their results. Experiments show that the result is efficient and can be applied for real time applications.
Keywords :
Hough transforms; angular measurement; gesture recognition; human computer interaction; real-time systems; visual servoing; HCI; Hough transform; MATLAB; SIFT algorithm; angle measurement; direction control; docking; feature vectors; hand gesture recognition; human computer interaction; mobile target; morphological model; motor selection; positioning; realtime unconstrained environments; servo actions; vision based hand tracking; visual servoing; Databases; Gesture recognition; Real-time systems; Servomotors; Thumb; Transforms; Visual servoing; Gaussian smoothing; Hough Transform; SIFT; dilation; erosion; skeletonization;
Conference_Titel :
India Conference (INDICON), 2012 Annual IEEE
Conference_Location :
Kochi
Print_ISBN :
978-1-4673-2270-6
DOI :
10.1109/INDCON.2012.6420791