Consistent Image-Based Measurement and Classification of Skin Color

Harville, Michael ; Baker, Harlyn ; Bhatti, Nina ; Susstrunk, Sabine

HP Development Company

关键词: skin color;    classification;    image-based measurement;    color correction;    face analysis;   

RP-ID  :  HPL-2005-99

学科分类：计算机科学（综合）

美国|英语

来源: HP Labs

【 摘 要 】

Little prior image processing work has addressed estimation and classification of skin color in a manner that is independent of camera and illuminant. To this end, we first present new methods for 1) fast, easy-to-use image color correction, with specialization toward skin tones, and 2) fully automated estimation of facial skin color, with robustness to shadows, specularities, and blemishes. Each of these is validated independently against ground truth, and then combined with a classification method that successfully discriminates skin color across a population of people imaged with several different cameras. We also evaluate the effects of image quality and various algorithmic choices on our classification performance. We believe our methods are practical for relatively untrained operators, using inexpensive consumer equipment. Notes: Copyright IEEE. To be published in the IEEE International Conference on Image Processing (ICIP), 11-14 September 2005, Genoa, Italy 4 Pages