TY - GEN
T1 - Universal distance measure for images
AU - Chester, Uzi A.
AU - Ratsaby, Joel
PY - 2012
Y1 - 2012
N2 - We introduce an algorithm for measuring the distance between two images based on computing the complexity of two strings of characters that encode the images. Given a pair of images, our algorithm transforms each one into a text-based sequence (strings) of characters. For each string, it computes the LZ-complexity and then uses the string-distance measure of [1] to obtain a distance value between the images. The main advantages of our algorithm are that it is universal, that is, it neither needs nor assumes any spatial or spectral information about the images, it can measure the distance between two images of different sizes, it works for black and white, grayscale and color images, and it can be implemented efficiently on an embedded computer system. We present successful experimental results on clustering images of different sizes into categories based on their similarities as measured by our algorithm.
AB - We introduce an algorithm for measuring the distance between two images based on computing the complexity of two strings of characters that encode the images. Given a pair of images, our algorithm transforms each one into a text-based sequence (strings) of characters. For each string, it computes the LZ-complexity and then uses the string-distance measure of [1] to obtain a distance value between the images. The main advantages of our algorithm are that it is universal, that is, it neither needs nor assumes any spatial or spectral information about the images, it can measure the distance between two images of different sizes, it works for black and white, grayscale and color images, and it can be implemented efficiently on an embedded computer system. We present successful experimental results on clustering images of different sizes into categories based on their similarities as measured by our algorithm.
UR - http://www.scopus.com/inward/record.url?scp=84871985564&partnerID=8YFLogxK
U2 - 10.1109/EEEI.2012.6377115
DO - 10.1109/EEEI.2012.6377115
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AN - SCOPUS:84871985564
SN - 9781467346801
T3 - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
BT - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
T2 - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
Y2 - 14 November 2012 through 17 November 2012
ER -