Neural Network Based Gesture Recognition for Elderly Health Care Using Kinect Sensor

被引：0

作者：

Saha, Sriparna ^{[1
]}

Pal, Monalisa ^{[1
]}

Konar, Amit ^{[1
]}

Janarthanan, Ramadoss ^{[2
]}

机构：

[1] Jadavpur Univ, Elect & Telecommun Engn Dept, Kolkata 700032, W Bengal, India

[2] TJS Engn Coll, Comp Sci & Engn Dept, Puduvoyal, Tamil Nadu, India

来源：

SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, PT II (SEMCCO 2013) | 2013年 / 8298卷

关键词：

Elder; gesture; Kinect sensor; neural network; CLASSIFICATION; ALGORITHM; EXPERIENCE; TIME;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A simple method to detect gestures revealing muscle and joint pain is described in this paper. Kinect Sensor is used for data acquisition. This sensor only processes twenty joint coordinates in three dimensional space for feature extraction. The recognition part is achieved using a neural network optimized by Levenberg-Marquardt learning rule. A high recognition rate of 91.9% is achieved using the proposed method. This is also better than several algorithms previously used for elder person gesture recognition works.

引用

页码：376 / 386

页数：11

共 50 条

[1] Artificial Neural Network Based Gait Recognition Using Kinect Sensor
Bari, A. S. M. Hossain
Gavrilova, Marina L.
[J]. IEEE ACCESS, 2019, 7 : 162708 - 162722
[2] Gesture Recognition Toolkit Using a Kinect Sensor
Giuroiu, Marius-Cristian
Marita, Tiberiu
[J]. 2015 IEEE 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING (ICCP), 2015, : 317 - 324
[3] Hand Gesture Recognition Based on Depth Image Using Kinect Sensor
Truong Quang Vinh
Nguyen Trong Tri
[J]. PROCEEDINGS OF 2015 2ND NATIONAL FOUNDATION FOR SCIENCE AND TECHNOLOGY DEVELOPMENT CONFERENCE ON INFORMATION AND COMPUTER SCIENCE NICS 2015, 2015, : 34 - 39
[4] Wheeled Robot Control Based on Gesture Recognition Using the Kinect Sensor
Wang, Yali
Song, Guangming
Qiao, Guifang
Zhang, Ying
Zhang, Jun
Wang, Weiguo
[J]. 2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2013, : 378 - 383
[5] Vision-Based Human Gesture Recognition Using Kinect Sensor
Ting, Huong Yong
Sim, Kok Swee
Abas, Fazly Salleh
Besar, Rosli
[J]. 8TH INTERNATIONAL CONFERENCE ON ROBOTIC, VISION, SIGNAL PROCESSING & POWER APPLICATIONS: INNOVATION EXCELLENCE TOWARDS HUMANISTIC TECHNOLOGY, 2014, 291 : 239 - 244
[6] Hand Gesture and Character Recognition Based on Kinect Sensor
Murata, Tomoya
Shin, Jungpil
[J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2014,
[7] Kinect Based Calling Gesture Recognition for Taking Order Service of Elderly Care Robot
Zhao, Xinshuang
Naguib, Ahmed M.
Lee, Sukhan
[J]. 2014 23RD IEEE INTERNATIONAL SYMPOSIUM ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (IEEE RO-MAN), 2014, : 525 - 530
[8] Robust Part-Based Hand Gesture Recognition Using Kinect Sensor
Ren, Zhou
Yuan, Junsong
Meng, Jingjing
Zhang, Zhengyou
[J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2013, 15 (05) : 1110 - 1120
[9] HAND GESTURE RECOGNITION AND MOTION ESTIMATION USING THE KINECT SENSOR
Wang, Bin
Li, Yunze
Lang, Haoxiang
Wang, Ying
[J]. MECHATRONIC SYSTEMS AND CONTROL, 2020, 48 (01): : 17 - 24
[10] Elderly Care Based on Hand Gestures Using Kinect Sensor
Oudah, Munir
Al-Naji, Ali
Chahl, Javaan
[J]. COMPUTERS, 2021, 10 (01) : 1 - 25

← 1 2 3 4 5 →