A novel recognition system for digits writing in the air using coordinated path ordering

Chiang Wang; Chung Yen Su; Chun Lin Lin

doi:10.1109/ICIIBMS.2015.7439500

A novel recognition system for digits writing in the air using coordinated path ordering

Chiang Wang^*
, Chung Yen Su
, Chun Lin Lin

^*Corresponding author for this work

Department of Electrical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

Abstract

With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8% was achieved for each number.

Original language	English
Title of host publication	ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	244-249
Number of pages	6
ISBN (Electronic)	9781479985623
DOIs	https://doi.org/10.1109/ICIIBMS.2015.7439500
Publication status	Published - 2016 Mar 22
Event	International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015 - Okinawa, Japan Duration: 2015 Nov 28 → 2015 Nov 30

Publication series

Name	ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences

Other

Other	International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015
Country/Territory	Japan
City	Okinawa
Period	2015/11/28 → 2015/11/30

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Kinect sensor
accuracy rate
handwritten digit recognition
human-computer interaction
support vector machine

ASJC Scopus subject areas

Signal Processing
Health Informatics
Biotechnology
Artificial Intelligence

Access to Document

10.1109/ICIIBMS.2015.7439500

Cite this

Wang, C., Su, C. Y., & Lin, C. L. (2016). A novel recognition system for digits writing in the air using coordinated path ordering. In ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences (pp. 244-249). Article 7439500 (ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICIIBMS.2015.7439500

A novel recognition system for digits writing in the air using coordinated path ordering. / Wang, Chiang; Su, Chung Yen; Lin, Chun Lin.
ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences. Institute of Electrical and Electronics Engineers Inc., 2016. p. 244-249 7439500 (ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Wang, C, Su, CY & Lin, CL 2016, A novel recognition system for digits writing in the air using coordinated path ordering. in ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences., 7439500, ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences, Institute of Electrical and Electronics Engineers Inc., pp. 244-249, International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015, Okinawa, Japan, 2015/11/28. https://doi.org/10.1109/ICIIBMS.2015.7439500

Wang C, Su CY, Lin CL. A novel recognition system for digits writing in the air using coordinated path ordering. In ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences. Institute of Electrical and Electronics Engineers Inc. 2016. p. 244-249. 7439500. (ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences). doi: 10.1109/ICIIBMS.2015.7439500

Wang, Chiang ; Su, Chung Yen ; Lin, Chun Lin. / A novel recognition system for digits writing in the air using coordinated path ordering. ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences. Institute of Electrical and Electronics Engineers Inc., 2016. pp. 244-249 (ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences).

@inproceedings{30954c2113304fda821af389b29bf4de,

title = "A novel recognition system for digits writing in the air using coordinated path ordering",

abstract = "With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6\%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8\% was achieved for each number.",

keywords = "Kinect sensor, accuracy rate, handwritten digit recognition, human-computer interaction, support vector machine",

author = "Chiang Wang and Su, \{Chung Yen\} and Lin, \{Chun Lin\}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015 ; Conference date: 28-11-2015 Through 30-11-2015",

year = "2016",

month = mar,

day = "22",

doi = "10.1109/ICIIBMS.2015.7439500",

language = "English",

series = "ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "244--249",

booktitle = "ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences",

}

TY - GEN

T1 - A novel recognition system for digits writing in the air using coordinated path ordering

AU - Wang, Chiang

AU - Su, Chung Yen

AU - Lin, Chun Lin

PY - 2016/3/22

Y1 - 2016/3/22

N2 - With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8% was achieved for each number.

AB - With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8% was achieved for each number.

KW - Kinect sensor

KW - accuracy rate

KW - handwritten digit recognition

KW - human-computer interaction

KW - support vector machine

UR - https://www.scopus.com/pages/publications/84966473908

UR - https://www.scopus.com/pages/publications/84966473908#tab=citedBy

U2 - 10.1109/ICIIBMS.2015.7439500

DO - 10.1109/ICIIBMS.2015.7439500

M3 - Conference contribution

AN - SCOPUS:84966473908

T3 - ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences

SP - 244

EP - 249

BT - ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015

Y2 - 28 November 2015 through 30 November 2015

ER -

A novel recognition system for digits writing in the air using coordinated path ordering

Abstract

Publication series

Other

UN SDGs

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this