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Lip segmentation based on Lambertian shadings and morphological operators for hyper-spectral images

Danielis, Alessandro (author)
CNR, Italy
Giorgi, Daniela (author)
CNR, Italy
Larsson, Marcus (author)
Linköpings universitet,Biomedicinsk instrumentteknik,Tekniska fakulteten
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Strömberg, Tomas (author)
Linköpings universitet,Biomedicinsk instrumentteknik,Tekniska fakulteten
Colantonio, Sara (author)
CNR, Italy
Salvetti, Ovidio (author)
CNR, Italy
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 (creator_code:org_t)
ELSEVIER SCI LTD, 2017
2017
English.
In: Pattern Recognition. - : ELSEVIER SCI LTD. - 0031-3203 .- 1873-5142. ; 63, s. 355-370
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • Lip segmentation is a non-trivial task because the colour difference between the lip and the skin regions maybe not so noticeable sometimes. We propose an automatic lip segmentation technique for hyper-spectral images from an imaging prototype with medical applications. Contrarily to many other existing lip segmentation methods, we do not use colour space transformations to localise the lip area. As input image, we use for the first time a parametric blood concentration map computed by using narrow spectral bands. Our method mainly consists of three phases: (i) for each subject generate a subset of face images enhanced by different simulated Lambertian illuminations, then (ii) perform lip segmentation on each enhanced image by using constrained morphological operations, and finally (iii) extract features from Fourier-based modeled lip boundaries for selecting the lip candidate. Experiments for testing our approach are performed under controlled conditions on volunteers and on a public hyper-spectral dataset. Results show the effectiveness of the algorithm against low spectral range, moustache, and noise.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Medicinteknik -- Medicinsk bildbehandling (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Medical Engineering -- Medical Image Processing (hsv//eng)

Keyword

Lip spatial pattern; Segmentation; Blood concentration map; Hyper-spectral; Lambertian shading; Morphological; Fourier descriptors

Publication and Content Type

ref (subject category)
art (subject category)

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