scholarly journals A Deep Learning Approach for Hand Posture Recognition from Depth Data

2016 ◽  
pp. 179-186
Author(s):  
Thomas Kopinski ◽  
Fabian Sachara ◽  
Alexander Gepperth ◽  
Uwe Handmann
Keyword(s):  
Deep Learning ◽  
Learning Approach ◽  
Hand Posture ◽  
Depth Data ◽  
Hand Posture Recognition ◽  
Posture Recognition

Hand posture Recognition for shape variant hands

2011 ◽  
Vol 6 (4) ◽  
pp. 1-6
Author(s):  
Ayesha Butalia ◽  
◽  
A.K. Ramani ◽  
Parag Kulkarni ◽  
Swapnil Patil ◽  
...  
Keyword(s):  
Hand Posture ◽  
Hand Posture Recognition ◽  
Posture Recognition

scholarly journals Approach to hand posture recognition based on hand shape features for human–robot interaction

2021 ◽  
Author(s):  
Jing Qi ◽  
Kun Xu ◽  
Xilun Ding
Keyword(s):  
Gaussian Mixture ◽  
Human Robot Interaction ◽  
Polar Coordinates ◽  
Support Vector ◽  
Hand Posture ◽  
Data Set ◽  
Hand Shape ◽  
Hand Posture Recognition ◽  
Hand Segmentation ◽  
Posture Recognition

AbstractHand segmentation is the initial step for hand posture recognition. To reduce the effect of variable illumination in hand segmentation step, a new CbCr-I component Gaussian mixture model (GMM) is proposed to detect the skin region. The hand region is selected as a region of interest from the image using the skin detection technique based on the presented CbCr-I component GMM and a new adaptive threshold. A new hand shape distribution feature described in polar coordinates is proposed to extract hand contour features to solve the false recognition problem in some shape-based methods and effectively recognize the hand posture in cases when different hand postures have the same number of outstretched fingers. A multiclass support vector machine classifier is utilized to recognize the hand posture. Experiments were carried out on our data set to verify the feasibility of the proposed method. The results showed the effectiveness of the proposed approach compared with other methods.

Intelligent Hand Posture Recognition System Integrated to Process Control

2017 ◽  
Vol 15 (6) ◽  
pp. 1144-1153 ◽  
Author(s):  
Y.L. Coelho ◽  
J.M. Salomao ◽  
H.R. Kulitz
Keyword(s):  
Process Control ◽  
Recognition System ◽  
Hand Posture ◽  
Hand Posture Recognition ◽  
Posture Recognition
Sign in / Sign up

Export Citation Format

Share Document