Efficient and accurate computation of geometric moments on gray-scale images

被引:43
作者
Papakostas, G. A. [1 ]
Karakasis, E. G. [2 ]
Koulouriotis, D. E. [2 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Xanthi 67100, Hellas, Greece
[2] Democritus Univ Thrace, Dept Prod Engn & Management, Xanthi 67100, Hellas, Greece
关键词
geometric moments; image block representation; feature extraction;
D O I
10.1016/j.patcog.2007.11.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel algorithm that permits the fast and accurate computation of geometric moments on gray-scale images is presented in this paper. The proposed algorithm constitutes an extension of the IBR algorithm, introduced in the past, which was applicable only for binary images. A new image representation scheme, the ISR (intensity slice representation), which represents a gray-scale image as an expansion of several two-level images of different intensity values, enables the partially application of the IBR algorithm to each image component. Moreover, using the resulted set of image blocks, the geometric moments' computation can be accelerated through appropriate computation schemes. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1895 / 1904
页数:10
相关论文
共 43 条
[31]   Efficient Translation, Rotation, and Scale Invariants of Discrete Tchebichef Moments [J].
Pee, Chih-Yang ;
Ong, Seng-Huat ;
Raveendran, Paramesran .
IEEE ACCESS, 2021, 9 :163954-163964
[32]   Extraction of noise tolerant, gray-scale transform and rotation invariant features for texture segmentation using wavelrt frames [J].
Machine Intelligence Unit, Indian Statistical Institute, 203 B. T. Road, Kolkata 700 108, India .
Int. J. Wavelets Multiresolution Inf. Process., 2008, 3 (391-417) :391-417
[33]   TG: Accurate and Efficient RGB-D Feature With Texture and Geometric Information [J].
Zhao, Xiangrui ;
Liu, Yu ;
Wang, Zhengbo ;
Wu, Kanzhi ;
Dissanayake, Gamini ;
Liu, Yong .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2022, 27 (04) :1973-1981
[34]   An Efficient Retrieval System for Biomedical Images Based on Radial Associated Laguerre Moments [J].
Hassan, Gaber ;
Hosny, Khalid M. ;
Farouk, Rushdy Mohamed ;
Alzohairy, Ahmed Mansour .
IEEE ACCESS, 2020, 8 :175669-175687
[35]   Learning based restoration of Gaussian blurred images using weighted geometric moments and cascaded digital filters [J].
Kumar, Ahlad ;
Hassan, Mohd Fikree ;
Raveendran, P. .
APPLIED SOFT COMPUTING, 2018, 63 :124-138
[36]   Real-time computation of two-dimensional moments on binary images using image block representation [J].
Spiliotis, IM ;
Mertzios, BG .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (11) :1609-1615
[37]   Efficient and Accurate Multi-Scale Topological Network for Single Image Dehazing [J].
Yi, Qiaosi ;
Li, Juncheng ;
Fang, Faming ;
Jiang, Aiwen ;
Zhang, Guixu .
IEEE TRANSACTIONS ON MULTIMEDIA, 2022, 24 :3114-3128
[38]   GA-ORB: A New Efficient Feature Extraction Algorithm for Multispectral Images Based on Geometric Algebra [J].
Wang, Rui ;
Zhang, Weigang ;
Shi, Yijie ;
Wang, Xiangyang ;
Cao, Wenming .
IEEE ACCESS, 2019, 7 :71235-71244
[39]   Performance Evaluation of Efficient and Accurate Text Detection and Recognition in Natural Scenes Images Using EAST and OCR Fusion [J].
Soni, Vishnu Kant ;
Shukla, Vivek ;
Tandan, S. R. ;
Pimpalkar, Amit ;
Nema, Neetesh Kumar ;
Naik, Muskan .
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2025, 16 (01) :445-453
[40]   Step-by-Step: Efficient Ship Detection in Large-Scale Remote Sensing Images [J].
Cao, Wei ;
Xu, Guangluan ;
Feng, Yingchao ;
Wang, Hongqi ;
Hu, Siyu ;
Li, Min .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 17 :13426-13438