Image Registration of Very Large Images via Genetic Programming

11/17/2017
by   Sarit Chicotay, et al.
0

Image registration (IR) is a fundamental task in image processing for matching two or more images of the same scene taken at different times, from different viewpoints and/or by different sensors. Due to the enormous diversity of IR applications, automatic IR remains a challenging problem to this day. A wide range of techniques has been developed for various data types and problems. However, they might not handle effectively very large images, which give rise usually to more complex transformations, e.g., deformations and various other distortions. In this paper we present a genetic programming (GP)-based approach for IR, which could offer a significant advantage in dealing with very large images, as it does not make any prior assumptions about the transformation model. Thus, by incorporating certain generic building blocks into the proposed GP framework, we hope to realize a large set of specialized transformations that should yield accurate registration of very large images.

READ FULL TEXT

page 5

page 6

research
11/17/2017

A Two-Phase Genetic Algorithm for Image Registration

Image Registration (IR) is the process of aligning two (or more) images ...
research
02/07/2022

Performance Evaluation of Infrared Image Enhancement Techniques

Infrared (IR) images are widely used in many fields such as medical imag...
research
09/01/2023

Deep learning in medical image registration: introduction and survey

Image registration (IR) is a process that deforms images to align them w...
research
11/28/2017

Image Registration Techniques: A Survey

Image Registration is the process of aligning two or more images of the ...
research
01/18/2019

A Recent Survey on the Applications of Genetic Programming in Image Processing

During the last two decades, Genetic Programming (GP) has been largely u...
research
12/04/2018

Cross-spectral Periocular Recognition: A Survey

Among many biometrics such as face, iris, fingerprint and others, perioc...
research
01/14/2022

TCR-GAN: Predicting tropical cyclone passive microwave rainfall using infrared imagery via generative adversarial networks

Tropical cyclones (TC) generally carry large amounts of water vapor and ...

Please sign up or login with your details

Forgot password? Click here to reset