Fuzzy Posture Matching for Pain Recovery Using Yoga

Owing to the present sedentary lifestyle, most of the office employees suffer from pain at different body parts and in turn they need to consult with doctors frequently. The doctors prescribe certain exercises (mostly in the form of yoga) to the patients to overcome the stiffness and pain. Yoga is an ancient practice which involves specific movements, and breathing exercises used to improve overall health. With the rapid advancement in computer vision and video processing technologies, automatic detection of yoga postures’ correctness will help to motivate the patients to do them accurately. Here lies the novelty of our proposed work of automatic detection of yoga postures for pain recovery using type-1 fuzzy set. As care must be taken that the exercises are done appropriately, so a doctor-consulted database of yoga postures has been taken into account. The postures are detected by Kinect sensor first; then the recognized skeletal forms of the postures are processed to obtain the feature space. While performing the yoga, the exercise pattern may vary for different subjects due to their body structure. So to deal with this uncertainty, fuzzy logic has been used here. The proposed system is an innovative work in this domain and outperforms all the existing ones in other posture recognition domains also.

[1]  M.D.Nirmal,et al.  Eye Free Yoga - An Exergame Using Kinect , 2015 .

[2]  Amit Konar,et al.  Comparison between type-1 fuzzy membership functions for sign language applications , 2016, 2016 International Conference on Microelectronics, Computing and Communications (MicroCom).

[3]  Chien-Li Chou,et al.  Yoga Posture Recognition for Self-training , 2014, MMM.

[4]  Thi-Lan Le,et al.  Human posture recognition using human skeleton provided by Kinect , 2013, 2013 International Conference on Computing, Management and Telecommunications (ComManTel).

[5]  George J. Klir,et al.  Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems - Selected Papers by Lotfi A Zadeh , 1996, Advances in Fuzzy Systems - Applications and Theory.

[6]  Isabela Gasparini,et al.  Rehabilitation Using Kinect and an Outlook on Its Educational Applications: A Review of the State of the Art , 2015 .

[7]  Chia-Chen Lee,et al.  A Distance Computer Vision Assisted Yoga Learning System , 2011, J. Comput..

[8]  Yi Li,et al.  Hand gesture recognition using Kinect , 2012, 2012 IEEE International Conference on Computer Science and Automation Engineering.