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 …
A review of artificial intelligence in prostate cancer detection on imaging
I Bhattacharya, YS Khandwala… - … advances in urology, 2022 - journals.sagepub.com
A multitude of studies have explored the role of artificial intelligence (AI) in providing
diagnostic support to radiologists, pathologists, and urologists in prostate cancer detection …
diagnostic support to radiologists, pathologists, and urologists in prostate cancer detection …
Affine medical image registration with coarse-to-fine vision transformer
Affine registration is indispensable in a comprehensive medical image registration pipeline.
However, only a few studies focus on fast and robust affine registration algorithms. Most of …
However, only a few studies focus on fast and robust affine registration algorithms. Most of …
RAPHIA: A deep learning pipeline for the registration of MRI and whole-mount histopathology images of the prostate
Image registration can map the ground truth extent of prostate cancer from histopathology
images onto MRI, facilitating the development of machine learning methods for early …
images onto MRI, facilitating the development of machine learning methods for early …
Bridging the gap between prostate radiology and pathology through machine learning
Background Prostate cancer remains the second deadliest cancer for American men despite
clinical advancements. Currently, magnetic resonance imaging (MRI) is considered the most …
clinical advancements. Currently, magnetic resonance imaging (MRI) is considered the most …
External validation of an artificial intelligence model for Gleason grading of prostate cancer on prostatectomy specimens
B Schmidt, SJC Soerensen, HP Bhambhvani… - BJU …, 2025 - Wiley Online Library
Objectives To externally validate the performance of the DeepDx Prostate artificial
intelligence (AI) algorithm (Deep Bio Inc., Seoul, South Korea) for Gleason grading on whole …
intelligence (AI) algorithm (Deep Bio Inc., Seoul, South Korea) for Gleason grading on whole …
End-to-end affine registration framework for histopathological images with weak annotations
Y Lin, Z Liang, Y He, W Huang, T Guan - Computer Methods and Programs …, 2023 - Elsevier
Abstract Background and Objective Histopathological image registration is an essential
component in digital pathology and biomedical image analysis. Deep-learning-based …
component in digital pathology and biomedical image analysis. Deep-learning-based …
Nonfinite-modality data augmentation for brain image registration
Brain image registration is fundamental for brain medical image analysis. However, the lack
of paired images with diverse modalities and corresponding ground truth deformations for …
of paired images with diverse modalities and corresponding ground truth deformations for …
Contrastive Feature Decoupling for Weakly-Supervised Disease Detection
JC Wu, DJ Chen, CS Fuh - … Conference on Medical Image Computing and …, 2023 - Springer
Abstract Machine learning based Computer-Aided Diagnosis (CAD) aims to assist clinicians
in the pathological diagnosis process. While dealing with video pathological diagnosis such …
in the pathological diagnosis process. While dealing with video pathological diagnosis such …
macJNet: weakly-supervised multimodal image deformable registration using joint learning framework and multi-sampling cascaded MIND
Z Zhou, B Hong, X Qian, J Hu, M Shen, J Ji… - BioMedical Engineering …, 2023 - Springer
Deformable multimodal image registration plays a key role in medical image analysis. It
remains a challenge to find accurate dense correspondences between multimodal images …
remains a challenge to find accurate dense correspondences between multimodal images …