Title :
Data cleaning and outlier removal: Application in human skin detection
Author :
Chenaoua, K. ; Kurugollu, Fatih ; Bouridane, Ahmed
Author_Institution :
COE Dept., KFUPM, Dhahran, Saudi Arabia
Abstract :
An outlier removal based data cleaning technique is proposed to clean manually pre-segmented human skin data in colour images. The 3-dimensional colour data is projected onto three 2-dimensional planes, from which outliers are removed. The cleaned 2 dimensional data projections are merged to yield a 3D clean RGB data. This data is finally used to build a look up table and a single Gaussian classifier for the purpose of human skin detection in colour images.
Keywords :
Gaussian processes; image classification; image colour analysis; skin; table lookup; 2-dimensional plane; 3-dimensional colour data; 3D RGB data cleaning; Gaussian classifier; colour image; data projection; human skin detection; look up table; outlier removal; Abstracts; Indexes; Testing; Skin detection; classification; outlier removal; single Gaussian;
Conference_Titel :
Visual Information Processing (EUVIP), 2014 5th European Workshop on
Conference_Location :
Paris
DOI :
10.1109/EUVIP.2014.7018408
