This paper presents a review of deep learning (DL)-based medical image registration
methods. We summarized the latest developments and applications of DL-based registration
methods in the medical field. These methods were classified into seven categories
according to their methods, functions and popularity. A detailed review of each category was
presented, highlighting important contributions and identifying specific challenges. A short
assessment was presented following the detailed review of each category to summarize its …

Image registration is a fundamental task in multiple medical image analysis applications.
With the advent of deep learning, there have been significant advances in algorithmic
performance for various computer vision tasks in recent years, including medical image
registration. The last couple of years have seen a dramatic increase in the development of
deep learning-based medical image registration algorithms. Consequently, a
comprehensive review of the current state-of-the-art algorithms in the field is timely, and …