Browse > Article

Emotion Recognition Using Color and Pattern in Textile Images  

Shin, Yun-Hee (Department of advanced technology fusion, Konkuk University)
Kim, Young-Rae (Department of advanced technology fusion, Konkuk University)
Kim, Eun-Yi (Department of Internet and Multimedia Eng. Konkuk University)
Publication Information
Journal of the Institute of Electronics Engineers of Korea CI / v.45, no.6, 2008 , pp. 154-161 More about this Journal
Abstract
In this paper, a novel method is proposed using color and pattern information for recognizing some emotions included in a fertile. Here we use 10 Kobayashi emotion to represent emotions. - { romantic, clear, natural, casual, elegant chic, dynamic, classic, dandy, modem } The proposed system is composed of feature extraction and classification. To transform the subjective emotions as physical visual features, we extract representative colors and Patterns from textile. Here, the representative color prototypes are extracted by color quantization method, and patterns exacted by wavelet transform followed by statistical analysis. These exacted features are given as input to the neural network (NN)-based classifiers, which decides whether or not a textile had the corresponding emotion. When assessing the effectiveness of the proposed system with 389 textiles collected from various application domains such as interior, fashion, and artificial ones. The results showed that the proposed method has the precision of 100% and the recall of 99%, thereby it can be used in various textile industries.
Keywords
감성인식;텍스타일 인덱싱;웨이블릿 변환;컬러 양자화;신경망;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 Li-Chen Ou, M. Ronniner Luo, "A Study Of Colour Emotion and Colour Preference.Part I : Colour Emotions for Single Colours", Color Research & Application, Vol. 29, pp.232-240, 2004.   DOI   ScienceOn
2 Huiping Li, David Doermann, and Omid Kia, "Automatic Text Detection and Tracking in Digital Video", IEEE Transactions on Image Processing, Vol. 9, No. 1, January 2000
3 Simon Haykin, Neural Networks a comprehensive foundation 2nd edition, Prentice Hall, pp.10-13, pp.156-173, 1999
4 H.-U. Bauer and T. Geisel, "Dynamics of signal processing in feedback multilayer perceptrons," in Proc. Int. Joint Conf. Neural Networks, pp. 131-136, 1990
5 M. Brown, P. C. An, C. J. Harris, and H. Wang, "How biased is your multi-layer perceptron?", in World Congr. Neural Networks, pp. 507-511, 1993
6 김나연, 신윤희, 김수정, 김지인, 정갑주, 구현진, 김은이, "신경망을 이용한 텍스타일 영상에서의 감성인식 시스템", 정보과학회논문지: 소프트웨어 및 응용 제34권 제9호, 2007   과학기술학회마을
7 B. Furht and o. Marques, Content-based Image and Video Retrieval, Kluwer Academic Publishers, 2002
8 Eun Yi Kim, Soo-jeong Kim, Hyun-jin Koo, Karpjoo Jeong, Jee-in Kim, "Emotion-based Textile Indexing using Colors and Texture," Lecture Notes in Computer Sciences, vol. 3613, pp. 1077-1080, 2005   DOI
9 김수정, "직물 영상을 위한 감성 인식 프레임 워크", 건국대학교 박사학위논문, 2007
10 Shigenobu Kobayashi, "The Aim and Method of the Color Image Scale, Color Research & Application" , Vol. 6, pp. 93-107, 1981   DOI   ScienceOn
11 류형주, 채송아, 김수정, 김은이, 김지인, 정갑주, 구현진, "퍼지시스템을 이용한 텍스타일 인덱싱", 한국정보과학회 가을 학술발표논문집 Vol.31, No.2, 2004   과학기술학회마을
12 T. Soen, T. Shimada, and M. Akita, Objective Evaluation of Color Design, Color Res. Appl., vol. 12, pp. 187-194, 1987   DOI
13 Naoki Kawamoto, Toshichi Soen, "Objective Evaluation of Color Design.II, Color Research & Application", Vol.18, pp. 260-266, 1993
14 Shigenobu Kobayashi, "COLOR IMAGE SCALE" , Kodansha, 1991
15 Gonzalez et al. "Digital Image Processing", Addison-Wesley, 2002
16 Na Yeon Kim, Yunhee Shin, and Eun Yi Kim, "Emotion-based Textile Indexing System using Pattern Recognition", IEEE International Symposium on Consumer Electronics, vol. 1, pp 1-6. 2007