Title :
Identification of acne lesions, scars and normal skin for acne vulgaris cases
Author :
Ramli, Roshaslinie ; Malik, Aamir Saeed ; Hani, Ahmad Fadzil M ; Yap, Felix Boon-Bin
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. Teknol. Petronas, Tronoh, Malaysia
Abstract :
Acne affects 85% of adolescents at some time during their lives. There are various causes for acne including genetic, hormonal, sebaceous activity, bacteria, climate, chemical and psychological. Till now, dermatologists use manual methods such as direct visual assessment and ordinary flash photography to assess the acne. These methods are very time consuming and tedious. To address these issues, researchers in recent years have proposed computational imaging methods for aiding in the acne diagnosis. This paper proposes an algorithm to identify acne lesions, scars and normal skin features from photographs taken by Digital Single-Lens Reflex (DSLR) cameras. The images are converted from RGB to CIELAB color space, thresholded to three clusters and segmented using minimum Euclidean distance. The segmentation results from randomly selected images show sensitivity and specificity of greater than 80%.
Keywords :
biomedical optical imaging; digital photography; image colour analysis; image segmentation; medical image processing; skin; CIELAB color space; Euclidean distance; RGB; acne diagnosis; acne lesions; acne vulgaris; bacteria; chemical activity; climate; computational imaging methods; dermatologists; digital single-lens reflex cameras; genetic activity; hormonal activity; image segmentation; medical image processing; normal skin; ordinary flash photography; psychological activity; scars; sebaceous activity; Euclidean distance; Image color analysis; Image segmentation; Lesions; Photography; Sensitivity; Skin; Image processing; acne lesions; color space; image segmentation; medical image processing;
Conference_Titel :
National Postgraduate Conference (NPC), 2011
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4577-1882-3
DOI :
10.1109/NatPC.2011.6136340