TY - JOUR
T1 - Improved polar complex exponential transform for robust local image description
AU - Yang, Zhanlong
AU - Yang, Linzhi
AU - Chen, Geng
AU - Yap, Pew Thian
N1 - Publisher Copyright:
© 2023 Elsevier Ltd
PY - 2023/11
Y1 - 2023/11
N2 - Image description via robust local descriptors plays a vital role in a large number of image representation and matching applications. In this paper, we propose a novel distinctive local image descriptor that is based on the phase and amplitude information of Polar Complex Exponential Transform (PCET). The proposed descriptor, called IPCET (Improved PCET), is robust to the common photometric transformations (e.g., illumination, noise, JPEG compression, and blur) and geometric transformations (e.g., scaling, rotation, translation, and significant affine distortion). We perform extensive experiments to compare our IPCET descriptor with six most cutting-edge region descriptors (i.e., SIFT, Zernike Moment, GLOH, PCA-SIFT, SURF, and ORB). Experimental results demonstrate that our IPCET descriptor outperforms cutting-edge moment-based descriptors.
AB - Image description via robust local descriptors plays a vital role in a large number of image representation and matching applications. In this paper, we propose a novel distinctive local image descriptor that is based on the phase and amplitude information of Polar Complex Exponential Transform (PCET). The proposed descriptor, called IPCET (Improved PCET), is robust to the common photometric transformations (e.g., illumination, noise, JPEG compression, and blur) and geometric transformations (e.g., scaling, rotation, translation, and significant affine distortion). We perform extensive experiments to compare our IPCET descriptor with six most cutting-edge region descriptors (i.e., SIFT, Zernike Moment, GLOH, PCA-SIFT, SURF, and ORB). Experimental results demonstrate that our IPCET descriptor outperforms cutting-edge moment-based descriptors.
KW - Image description
KW - Local image descriptor
KW - Phase information
KW - Polar complex exponential transform
UR - http://www.scopus.com/inward/record.url?scp=85165940565&partnerID=8YFLogxK
U2 - 10.1016/j.patcog.2023.109786
DO - 10.1016/j.patcog.2023.109786
M3 - 文章
AN - SCOPUS:85165940565
SN - 0031-3203
VL - 143
JO - Pattern Recognition
JF - Pattern Recognition
M1 - 109786
ER -