Deep Learning in Medical Image Registration: A Survey

no code implementations • 5 Mar 2019 • Grant Haskins, Uwe Kruger, Pingkun Yan

This survey, therefore, outlines the evolution of deep learning based medical image registration in the context of both research challenges and relevant innovations in the past few years.

Image Registration Medical Image Registration

Learning Deep Similarity Metric for 3D MR-TRUS Registration

no code implementations • 12 Jun 2018 • Grant Haskins, Jochen Kruecker, Uwe Kruger, Sheng Xu, Peter A. Pinto, Brad J. Wood, Pingkun Yan

Conclusion: A similarity metric that is learned using a deep neural network can be used to assess the quality of any given image registration and can be used in conjunction with the aforementioned optimization framework to perform automatic registration that is robust to poor initialization.

Image Registration