2010 IEEE EMBS Conference on Biomedical Engineering & Sciences (IECBES 2010), Kuala Lumpur, Malaysia, 30th November - 2nd December 2010.
In Vivo 3D Thickness Measurement of Skin Lesion
Ahmad Fadzil M Hani
l
, Hurriyatul Fitriyah, Esa Prakasa, V.S. Asirvadam
Intelligent Signal and Imaging Research Centre, Electrical and Electronics Engineering Department
Universiti Teknologi PETRONAS
Perak, Malaysia
I fadzmo@petronas.com.my
S.H. Hussein
Damansara Specialist Hospital
Selangor, Malaysia
Azura M.A.
Dermatology Department, Hospital Kuala Lumpur
Kuala Lumpur, Malaysia
Abstract- Thickness is one of the morphological characteristic of
skin lesion that represents severity condition. Dermatologists use
tactile inspection to subjectively assess the thickness by feeling
the alteration of the lesion from its surrounding normal skin. In
this paper, a method to objectively measure the abnormal
elevation occurs in skin lesions is presented. A 3D fringe
projection scanner is used to obtain 3D surface profile of the
lesion. Thickness of a lesion is defined as the elevations of lesion
surface from its lesion base. The lesion base is determined from
the neighboring normal skin using a 3D surface interpolation
technique. The lesion elevations are determined in a 3D space
grid by subtracting the elevation of the lesion surface proile
from the interpolated lesion base proile at all corresponding
locations thus giving lesion thickness as the average value of the
elevations. The algorithm has been validated using 3D surface
samples with an error of 0.031 mm ± SD 0.014 mm (95%
Conidence Interval: ±0.0011 mm). The validated algorithm has
been successfully applied to measure thicknesses of 450 psoriasis
plaque lesions with severity level ranging from mild to severe and
thickness ranging from 0.021 mm to 0.883 mm. From the
measured thicknesses, Psoriasis Area and Severity Index (PASI)
thickness scores 0 to 4 are then determined using unsupervised
K-means Clustering.
Keywords-in vivo 3D measurement; skin lesion; lesion
thickness; PASI
1. INTRODUCTION
Thickness is one of the morphological characteristic of the
skin lesion which is measured by dermatologists in order to
assess the severity level of skin lesion and treatment eicacy.
Cyst, dermatoibroma, keloids, keratosis and psoriasis are
example of skin lesion which result the abnormal skin
elevation [1, 2]. In daily practice, the dermatologists touch the
lesion several times in order to feel the alteration of the lesion's
surface compared to the surrounding normal skin. Such
assessment is subjective and does not result in a quantitative
measurement hence inter rater and intra rater variation will
occur.
The work is sponsored under the Technofund grant (TF0308C041),
Ministry of Science, Technology and Innovation, Malaysia.
978-1-4244-7600-8/10/$26.00 ©2010 IEEE 155
To overcome the subjectivity, it has been reported in the
literature that objective methods have been developed to
measure the lesion thickness by analysing the skin image
captured using different imaging modalities [3-8]. Light
microscope, X-ray radiation and ultrasound are among the
imaging modalities used to capture the skin lesion structure.
Light microscope captures the histology image of a lesion
sample [3]. Lesion sample is taken using biopsy technique
hence the technique is invasive. X-ray radiation is the earliest
digital imaging technology used to take an in vivo image of a
lesion [4, 5]. However, X-ray radiation is hazardous and
should be limited to a minimum dose thus, ruling out daily or
requent examination for the patient. Ultrasound imaging with
40 MHz, 20 MHz, and 10 MHz requency that overcomes the
above limitations has been proposed instead [6-8].
The above imaging modalities i.e. microscope, X-ray,
ultrasound, can be used to determine epidermal thickening in
skin structure caused by the presence of a lesion. However in
daily practice, the dermatologists use tactile inspection to feel
the alteration of the skin lesion from the surrounding normal
skin. The dermatologists' approach however is more suitable
for analysing the surface proile of a skin lesion instead of the
epidermal thickening in the skin structure.
3D digital imaging technology has been widely used in the
dermatology to measure the texture properties of wrinkle and
cellulite [9, 10], volume of ulcer wound [11] and roughness of
skin lesion [12]. This paper proposes a method to measure
lesion thickness as an abnormal skin surface alteration using
3D digital imagng. The proposed method measures lesion
thickness rom elevations of lesion surface rom its lesion base.
The lesion base is the expected normal skin proile below the
lesion surface.