Fast template matching and object detection techniques using φ-correlation and binary circuits

被引:3
作者
Annaby, Mahmoud [1 ]
Fouda, Yasser [2 ]
机构
[1] Cairo Univ, Fac Sci, Dept Math, Giza 12613, Egypt
[2] Mansoura Univ, Coll Sci, Math Dept, Comp Sci Div, Mansoura 35516, Egypt
关键词
Template matching; Bit-plane slices; Normalized correlation coefficient; phi-correlation coefficient; Boolean circuits; VENTRICULAR-TACHYCARDIA; ROTATION-INVARIANT; REENTRANT CIRCUITS; DEFECT DETECTION; NEURAL-NETWORKS; SINUS RHYTHM; ALGORITHM; SEGMENTATION; OPTIMIZATION; COEFFICIENT;
D O I
10.1007/s11042-023-15564-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, two new accelerated and robust template matching and object detection algorithms are established. The algorithms retain the accuracy measures compared to relevant well-known standard and recent schemes, and remarkably accelerate the execution time simultaneously. Instead of dealing with images in the grayscale or color representations, the proposed methods are established by measuring resemblance on extracted binary images. The two different techniques are based on the f-correlation coefficient and logical circuits. Both techniques enhance the accuracy, compared to two classical and two recent methods, while giving very efficient running time. The algorithms are carried out on two different datasets used in state-of-the-art methods with performance and comparison analysis. Robustness of the proposed algorithms against normal and artificial noises is examined and assured as well.
引用
收藏
页码:6469 / 6496
页数:28
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