Multi-task deep learning for medical image computing and analysis: A review
The renaissance of deep learning has provided promising solutions to various tasks. While
conventional deep learning models are constructed for a single specific task, multi-task deep …
conventional deep learning models are constructed for a single specific task, multi-task deep …
A survey on deep learning in medical image registration: New technologies, uncertainty, evaluation metrics, and beyond
Deep learning technologies have dramatically reshaped the field of medical image
registration over the past decade. The initial developments, such as regression-based and U …
registration over the past decade. The initial developments, such as regression-based and U …
Interpretable deep learning systems for multi-class segmentation and classification of non-melanoma skin cancer
We apply for the first-time interpretable deep learning methods simultaneously to the most
common skin cancers (basal cell carcinoma, squamous cell carcinoma and intraepidermal …
common skin cancers (basal cell carcinoma, squamous cell carcinoma and intraepidermal …
A survey on deep learning in medical image reconstruction
Medical image reconstruction aims to acquire high-quality medical images for clinical usage
at minimal cost and risk to the patients. Deep learning and its applications in medical …
at minimal cost and risk to the patients. Deep learning and its applications in medical …
A review of deep learning-based deformable medical image registration
The alignment of images through deformable image registration is vital to clinical
applications (eg, atlas creation, image fusion, and tumor targeting in image-guided …
applications (eg, atlas creation, image fusion, and tumor targeting in image-guided …
Dual-stream pyramid registration network
We propose a Dual-stream Pyramid Registration Network (referred as Dual-PRNet) for
unsupervised 3D brain image registration. Unlike recent CNN-based registration …
unsupervised 3D brain image registration. Unlike recent CNN-based registration …
Learning deformable registration of medical images with anatomical constraints
Deformable image registration is a fundamental problem in the field of medical image
analysis. During the last years, we have witnessed the advent of deep learning-based image …
analysis. During the last years, we have witnessed the advent of deep learning-based image …
[HTML][HTML] A review of deep learning-based three-dimensional medical image registration methods
H ** literature review
In medicine, image registration is vital in image-guided interventions and other clinical
applications. However, it is a difficult subject to be addressed which by the advent of …
applications. However, it is a difficult subject to be addressed which by the advent of …
Deep learning for medical image registration: A comprehensive review
Image registration is a critical component in the applications of various medical image
analyses. In recent years, there has been a tremendous surge in the development of deep …
analyses. In recent years, there has been a tremendous surge in the development of deep …