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Computational Intelligence in Remote Sensing Image Registration: A survey

Yue Wu, Jun-Wei Liu, Chen-Zhuo Zhu, Zhuang-Fei Bai, Qi-Guang Miao, Wen-Ping Ma, Mao-Guo Gong
2020 International Journal of Automation and Computing  
Many methods based on evolutionary computation and deep learning have achieved good performance in remote sensing image registration.  ...  This paper introduces the application of computational intelligence in remote sensing image registration from the two directions of evolutionary computing and deep learning.  ...  PSO is used to compute a good initial guess for following the Powell's direction set method (PDSM).  ... 
doi:10.1007/s11633-020-1248-x fatcat:2adppeabnvhmzdylnl6udodluy

Implementation of Image Registration for Satellite Images using Mutual Information and Particle Swarm Optimization Techniques

Heena R.Kher
2014 International Journal of Computer Applications  
The aim of this research is to register satellite images on the DSP processor using probabilistic optimization method named as particle swarm optimization.  ...  Particle Swarm Optimization is a stochastic search technique with less computation and still very effective as compared to other optimization techniques.  ...  Chen Lun Lin [22] described Hybrid particle swarm optimization (HPSO) for medical image registration.  ... 
doi:10.5120/16969-5475 fatcat:zumuelpxyzfvppimkzjwnzl3ne

Evolutionary Intensity-based Medical Image Registration: A Review

Andrea Valsecchi, Sergio Damas, Jose Santamaria
2014 Current Medical Imaging Reviews  
However, with the increase in computational power during the last decade, intensity-based (or voxel-based) image registration methods have been preferred in many medical imaging applications, due to their  ...  These are examples of global transformations having respectively 6, 7 and 12 degrees of freedom for 3D images.  ...  At the first, coarse resolution, a DE algorithm is used, while in the further resolutions the optimization is carried out by Powell's direction set method.  ... 
doi:10.2174/15734056113096660003 fatcat:nbeal3usczavdghe5bhid77pn4

Comparative Analysis of Image Registration for Printed Circuit Boards

Beant Kaur, Gurmeet Kaur, Amandeep Kaur
2017 International Journal of Engineering and Technology  
This paper aims to present comparative analysis of different image registration techniques for automated inspection of Printed Circuit Boards.  ...  The major goal of this paper is to provide a comparative analysis of image registration techniques used for automated inspection of Printed circuit boards.  ...  Y.Zhuang et al. proposed infrared and visual image registration based on mutual information with a combined particle swarm optimization and Powell search algorithm.  ... 
doi:10.21817/ijet/2017/v9i3/1709030250 fatcat:whuzg3s7qzhmvjmr6imr7uunxu

Multimodal Remote Sensing Image Registration Methods and Advancements: A Survey

Xinyue Zhang, Chengcai Leng, Yameng Hong, Zhao Pei, Irene Cheng, Anup Basu
2021 Remote Sensing  
With rapid advancements in remote sensing image registration algorithms, comprehensive imaging applications are no longer limited to single-modal remote sensing images.  ...  Instead, multi-modal remote sensing (MMRS) image registration has become a research focus in recent years.  ...  At the same time, the authors took the maximum of MI as the optimization goal and introduced the particle swarm optimization (PSO) algorithm to search for the best parameter of the geometric mapping function  ... 
doi:10.3390/rs13245128 fatcat:lnf5vmninzc75fuabw4ssucm34

Medical image registration utilizing tissue P systems

Saleem Sanatan Kujur, Sudip Kumar Sahana
2022 Frontiers in Pharmacology  
Method- In this study, we have proposed and built a TPSysIR framework using the TPS for image registration that optimizes upon the mutual information (MI) similarity metric to find a global solution.  ...  Result- The model was tested on single- and multimodal brain MRI scans and other prominent optimization-based image registration techniques.  ...  Acknowledgments The work here was tested utilizing images from The. nii files mni_icbm152_t1_tal_nlin_asym_09a.nii and mni_icbm152_t2_tal_nlin_asym_09a.nii obtained from the mni non-linear templates archive  ... 
doi:10.3389/fphar.2022.949872 pmid:35991877 pmcid:PMC9389265 fatcat:jrykp7dqgjhifavmjreafjwwlm

An Application Independent Review of Multimodal 3D Registration Methods

Ph.D. E. Saiti, T. Theoharis
2020 Computers & graphics  
Methods with publicly available source code have been compared on common datasets. A discussion on trends, observations and challenges for further research concludes the review.  ...  Registration is a ubiquitous operation in Visual Computing, with applications in 3D object retrieval among others.  ...  Particle Swarm Optimization (PSO) is a relatively recent population-based evolutionary computation technique for solving optimization problems, which is inspired by the swarming or collaborative behavior  ... 
doi:10.1016/j.cag.2020.07.012 fatcat:ggb4esbyhrfzxhcequym5dariu

Medical Image Registration Using Evolutionary Computation: An Experimental Survey

S. Damas, O. Cordón, J. Santamaría
2011 IEEE Computational Intelligence Magazine  
For example, in remote sensing it is important to put into correspondence the images acquired from different viewpoints in order to achieve a global cartography from partial views.  ...  ), greedy randomized adaptive search procedures (GRASP), memetic algorithms (MAs), scatter search (SS), ant colony optimization (ACO), and particle swarm optimization (PSO).  ... 
doi:10.1109/mci.2011.942582 fatcat:pv5xypteqbdd5eykukxf7bp6da

Image Registration Techniques: A Survey [article]

Sayan Nag
2017 pre-print
Image registration finds application in medical sciences, remote sensing and in computer vision.  ...  Image Registration is the process of aligning two or more images of the same scene with reference to a particular image.  ...  ACKNOWLEDGMENT I would like to extend my sincere gratitude to Professor Sugata Munshi, Professor Amitava Chatterjee and Professor Mita Dutta for their support and guidance.  ... 
doi:10.17605/osf.io/rv65c arXiv:1712.07540v1 fatcat:waxzd7aghfe33ljtlup5fqrb7m