TY - JOUR
T1 - A linear manifold color descriptor for medicine package recognition
AU - Sugimoto, Kenjiro
AU - Inoue, Koji
AU - Kuroki, Yoshimitsu
AU - Kamata, Sei Ichiro
N1 - Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2012/5
Y1 - 2012/5
N2 - This paper presents a color-based method for medicine package recognition, called a linear manifold color descriptor (LMCD). It describes a color distribution (a set of color pixels) of a color package image as a linear manifold (an affine subspace) in the color space, and recognizes an anonymous package by linear manifold matching. Mainly due to low dimensionality of color spaces, LMCD can provide more compact description and faster computation than description styles based on histogram and dominant-color. This paper also proposes distance-based dissimilarities for linear manifold matching. Specially designed for color distribution matching, the proposed dissimilarities are theoretically appropriate more than J-divergence and canonical angles. Experiments on medicine package recognition validates that LMCD outperforms competitors including MPEG-7 color descriptors in terms of description size, computational cost and recognition rate.
AB - This paper presents a color-based method for medicine package recognition, called a linear manifold color descriptor (LMCD). It describes a color distribution (a set of color pixels) of a color package image as a linear manifold (an affine subspace) in the color space, and recognizes an anonymous package by linear manifold matching. Mainly due to low dimensionality of color spaces, LMCD can provide more compact description and faster computation than description styles based on histogram and dominant-color. This paper also proposes distance-based dissimilarities for linear manifold matching. Specially designed for color distribution matching, the proposed dissimilarities are theoretically appropriate more than J-divergence and canonical angles. Experiments on medicine package recognition validates that LMCD outperforms competitors including MPEG-7 color descriptors in terms of description size, computational cost and recognition rate.
KW - Linear manifold
KW - Low-level color descriptor
KW - Medicine package recognition
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U2 - 10.1587/transinf.E95.D.1264
DO - 10.1587/transinf.E95.D.1264
M3 - Article
AN - SCOPUS:84860628740
SN - 0916-8532
VL - E95-D
SP - 1264
EP - 1271
JO - IEICE Transactions on Information and Systems
JF - IEICE Transactions on Information and Systems
IS - 5
ER -