0% Complete
English
صفحه اصلی
/
دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Similarity Measures in Medical Image Registration: A Review Article
نویسندگان :
Zohre Mohammadi
1
Mohammad Reza Keyvanpour
2
1- دانشگاه الزهرا(س)
2- دانشگاه الزهرا(س)
کلمات کلیدی :
image registration, medical image registration, similarity measure, learning based metrics, correspondence
چکیده :
Image registration is one of the most important problems in medical image analysis. It refers to the process of geometric alignment between two images based on correspondence. A crucial step in medical image registration process is to determine a similarity measure. There are various similarity measure techniques in this field that are applied in different registration applications. Selecting an effective similarity measure is a challenging problem, and this choice affects the accuracy of the registration results. According to past research, the similarity measures have extended from traditional to deep learning based methods. Our goal in this paper is to provide a literature review on various similarity measure techniques in medical image registration, classify them, and introduce main challenges. Thus Similarity measure techniques based on various registration approaches have been classified into two main classes and several subclasses namely distance based, correlation based and information based in traditional method; and statistical based, learning based and similarity measure based loss function in learning based method. Based on this classification, methods are introduced and each category is evaluated based on accuracy, speed, robustness and complexity. Finally, recognizing and evaluating the different similarity criteria will help to select the appropriate similarity measure according to the intended application.
لیست مقالات
لیست مقالات بایگانی شده
Presenting an Edge-based Air Quality Management System for Smart City Scenarios
Tina Samizadeh Nikoui - Ali Balador - Amir Masoud Rahmani - Hooman Tabarsaied
A Multi-Task Framework Using Mamba for Identity, Age, and Gender Classification from Hand Images
Amirabbas Rezasoltani - Alireza Hosseini - Ramin Toosi - MohammadAli Akhaee
Persian Language Understanding in Task-oriented Dialogue System for Online Shopping
Zeinab Borhanifard - Hossein Basafa - Seyedeh Zahra Razavi - Heshaam Faili
A Nano-based High-Speed QCA circuit for Information Security with Image Masking
Saeid Seyedi - Hatam Abdoli
Ensemble Model Based on an Improved Convolutional Neural Network with a Domain-agnostic Data Augmentation Technique
Faraz Fatahnaie - Armin Azhdehnia - Seyyed Amir Asghari - Mohammadreza Binesh Marvasti
Designing an AI-assisted toolbox for fitness activity recognition based on deep CNN
Ali Bidaran - Dr Saeed Sharifian
Sparse Beamforming Design for Non-Coherent UD-CRAN with mm-Wave Fronthaul Links
Alireza M. Hosseini - Dr Abbas Mohammadi
Knowledge gap extraction based on the learner click behavior in interaction with videos using the association rule algorithm
Yosra Bahrani - Omid Fatemi
Paths-oriented Test Data Generation using Genetic Algorithm
Mohammad Reza Hassanpour Charmchi - Dr Bagher Rahimpour cami
Combinatorial Auction Based on Social Choice in the Internet of Things
Maede Esmaeili - Faria Nassiri-Mofakham - Fatemeh Hassanvand
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 41.3.1