JOURNAL ARTICLE

Medical Image Registration Using Genetic Algorithm

Abstract

In many image-processing applications it is necessary to register multiple images of the same scene acquired by different sensors, or images taken by the same sensor but at different times. Mathematical modeling techniques are used to correct the geometric errors like translation, scaling and rotation of the input image to that of the reference image, so that these images can be used in various applications like change detection, image fusion etc. In the conventional methods, these errors are corrected by taking control points over the image and these points are used to establish the mathematical model. This paper addresses the image registration problem applying genetic algorithms. The image registration's objective is to define mapping that best match two set of points or images. In this work the point matching problem was addressed employing a method based on nearest-neighbor. The mapping was handled by affine transformations.

Keywords:
Image registration Affine transformation Computer science Artificial intelligence Computer vision Translation (biology) Point set registration Image processing Image (mathematics) Feature detection (computer vision) Rotation (mathematics) Matching (statistics) Image fusion Control point Point (geometry) Algorithm Mathematics

Metrics

10
Cited By
0.31
FWCI (Field Weighted Citation Impact)
16
Refs
0.67
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

Related Documents

JOURNAL ARTICLE

An Intensity-Based Medical Image Registration Using Genetic Algorithm

S ShanmugapriyaS. PoonguzhaliV. Uma Maheswari

Journal:   Signal & Image Processing An International Journal Year: 2014 Vol: 5 (3)Pages: 53-58
BOOK-CHAPTER

Biomedical Image Registration Using Genetic Algorithm

Suraj PandaShubhendu Kumar SarangiArchana Sarangi

Advances in intelligent systems and computing Year: 2014 Pages: 289-296
BOOK-CHAPTER

Medical Image Registration Using Parallel Genetic Algorithms

Yong FanT. JiangD. J. Evans

Lecture notes in computer science Year: 2002 Pages: 304-314
© 2026 ScienceGate Book Chapters — All rights reserved.