Experimental comparison of color spaces for material classification

被引：25

作者：

Bello-Cerezo, Raquel ^{[1
]}

Bianconi, Francesco ^{[1
]}

Fernandez, Antonio ^{[2
]}

Gonzalez, Elena ^{[2
]}

Di Maria, Francesco ^{[2
]}

机构：

[1] Univ Perugia, Dept Engn, Via G Duranti 93, I-06125 Perugia, Italy

[2] Univ Vigo, Sch Ind Engn, Dept Engn Design, Campus Univ,Rua Maxwell S-N, Vigo 36310, Spain

来源：

JOURNAL OF ELECTRONIC IMAGING | 2016年 / 25卷 / 06期

关键词：

color spaces; materials; visual appearance; classification; TEXTURE DESCRIPTORS; CALIBRATION;

D O I：

10.1117/1.JEI.25.6.061406

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper presents a comparison of color spaces for material classification. The study includes three device-independent (CIELAB, CIELUV, and CIE XYZ) and seven device-dependent spaces (RGB, HSV, YIQ, YUV, YCbCr, Ohta's I1I2I3, and RG-YeB-WhBl). The pros and cons of the different spaces and the procedures for converting color data among them are discussed in detail. An experiment based on 12 different image data sets was carried out to comparatively evaluate the performance of each space for material classification purposes. The results showed that CIELAB markedly outperformed the other spaces followed by HSV and CIELUV. Conversely, CIE XYZ came out as the worst performing space. Interestingly, no significant difference emerged among the performance of the other device-dependent spaces. (C) 2016 SPIE and IS&T

引用

页数：10

共 37 条

[1]

ADEL M, 1993, 1993, INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS: SYSTEMS ENGINEERING IN THE SERVICE OF HUMANS, VOL 2, P499

[2]

[Anonymous], 2012, PARQUET IMAGE DATABA

[3]

[Anonymous], THESIS

[4]

[Anonymous], 2015, MONDIALMARMI COLLECT

[5] Color texture analysis based on fractal descriptors [J].

Backes, Andre Ricardo ;

Casanova, Dalcimar ;

Bruno, Odemir Martinez .

PATTERN RECOGNITION, 2012, 45 (05) :1984-1992

[6] A new method for RGB to XYZ transformation based on pattern search optimization [J].

Bianco, Simone ;

Gasparini, Francesca ;

Russo, Alessandro ;

Schettini, Raimondo .

IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (03) :1020-1028

[7]

Bianconi F., 2011, OPTICS PHOTONICS SER, P18

[8] On Comparing Colour Spaces From a Performance Perspective: Application to Automated Classification of Polished Natural Stones [J].

Bianconi, Francesco ;

Bello, Raquel ;

Fernandez, Antonio ;

Gonzalez, Elena .

NEW TRENDS IN IMAGE ANALYSIS AND PROCESSING - ICIAP 2015 WORKSHOPS, 2015, 9281 :71-78

[9] Performance analysis of colour descriptors for parquet sorting [J].

Bianconi, Francesco ;

Fernandez, Antonio ;

Gonzalez, Elena ;

Saetta, Stefano A. .

EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (05) :1636-1644

[10] Theoretical and experimental comparison of different approaches for color texture classification [J].

Bianconi, Francesco ;

Harvey, Richard ;

Southam, Paul ;

Fernandez, Antonio .

JOURNAL OF ELECTRONIC IMAGING, 2011, 20 (04)

← 1 2 3 4 →