TY - JOUR
T1 - Variable-length signature for near-duplicate image matching
AU - Liu, Li
AU - Lu, Yue
AU - Suen, Ching Y.
N1 - Publisher Copyright:
© 1992-2012 IEEE.
PY - 2015/4/1
Y1 - 2015/4/1
N2 - We propose a variable-length signature for near-duplicate image matching in this paper. An image is represented by a signature, the length of which varies with respect to the number of patches in the image. A new visual descriptor, viz., probabilistic center-symmetric local binary pattern, is proposed to characterize the appearance of each image patch. Beyond each individual patch, the spatial relationships among the patches are captured. In order to compute the similarity between two images, we utilize the earth mover's distance which is good at handling variable-length signatures. The proposed image signature is evaluated in two different applications, i.e., near-duplicate document image retrieval and near-duplicate natural image detection. The promising experimental results demonstrate the validity and effectiveness of the proposed variable-length signature.
AB - We propose a variable-length signature for near-duplicate image matching in this paper. An image is represented by a signature, the length of which varies with respect to the number of patches in the image. A new visual descriptor, viz., probabilistic center-symmetric local binary pattern, is proposed to characterize the appearance of each image patch. Beyond each individual patch, the spatial relationships among the patches are captured. In order to compute the similarity between two images, we utilize the earth mover's distance which is good at handling variable-length signatures. The proposed image signature is evaluated in two different applications, i.e., near-duplicate document image retrieval and near-duplicate natural image detection. The promising experimental results demonstrate the validity and effectiveness of the proposed variable-length signature.
KW - Variable-length image signature
KW - near-duplicate image detection
KW - near-duplicate image retrieval
UR - https://www.scopus.com/pages/publications/84923659085
U2 - 10.1109/TIP.2015.2400229
DO - 10.1109/TIP.2015.2400229
M3 - 文章
AN - SCOPUS:84923659085
SN - 1057-7149
VL - 24
SP - 1282
EP - 1296
JO - IEEE Transactions on Image Processing
JF - IEEE Transactions on Image Processing
IS - 4
M1 - 7031412
ER -