Generative adversarial network‐based super‐resolution of diffusion‐weighted imaging: Application to tumour radiomics in breast cancer

Radiomic analysis of imaging heterogeneity in tumours and the surrounding parenchyma based on unsupervised decomposition of DCE-MRI for predicting molecular subtypes of breast cancer

(2019) Ming Fan et al.   EUROPEAN RADIOLOGY

Utility of deep learning super‐resolution in the context of osteoarthritis MRI biomarkers

(2019) Akshay S. Chaudhari et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Integration of dynamic contrast-enhanced magnetic resonance imaging and T2-weighted imaging radiomic features by a canonical correlation analysis-based feature fusion method to predict histological grade in ductal breast carcinoma

(2019) Ming Fan et al.   PHYSICS IN MEDICINE AND BIOLOGY

DLBI: deep learning guided Bayesian inference for structure reconstruction of super-resolution fluorescence microscopy

(2018) Yu Li et al.   BIOINFORMATICS

Simultaneous single- and multi-contrast super-resolution for brain MRI images based on a convolutional neural network

(2018) Kun Zeng et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Super-resolution musculoskeletal MRI using deep learning

(2018) Akshay S. Chaudhari et al.   MAGNETIC RESONANCE IN MEDICINE

Medical Image Imputation from Image Collections

(2018) Adrian V. Dalca et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Breast Cancer Diagnosis in Digital Breast Tomosynthesis: Effects of Training Sample Size on Multi-Stage Transfer Learning using Deep Neural Nets

(2018) Ravi K. Samala et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Radiomic analysis of DCE-MRI for prediction of response to neoadjuvant chemotherapy in breast cancer patients

(2017) Ming Fan et al.   EUROPEAN JOURNAL OF RADIOLOGY

Support vector machine for breast cancer classification using diffusion-weighted MRI histogram features: Preliminary study

(2017) Igor Vidić et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

DCE-MRI texture analysis with tumor subregion partitioning for predicting Ki-67 status of estrogen receptor-positive breast cancers

(2017) Ming Fan et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

7T-guided super-resolution of 3T MRI

(2017) Khosro Bahrami et al.   MEDICAL PHYSICS

Diffusion-weighted imaging features of breast tumours and the surrounding stroma reflect intrinsic heterogeneous characteristics of molecular subtypes in breast cancer

(2017) Ming Fan et al.   NMR IN BIOMEDICINE

Radiomic analysis reveals DCE-MRI features for prediction of molecular subtypes of breast cancer

(2017) Ming Fan et al.   PLoS One

Heterogeneity of Diffusion-Weighted Imaging in Tumours and the Surrounding Stroma for Prediction of Ki-67 Proliferation Status in Breast Cancer

(2017) Ming Fan et al.   Scientific Reports

Characterization of tumor and adjacent peritumoral stroma in patients with breast cancer using high-resolution diffusion-weighted imaging: Correlation with pathologic biomarkers

(2016) Hee Jung Shin et al.   EUROPEAN JOURNAL OF RADIOLOGY

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Breast cancer molecular subtype classifier that incorporates MRI features

(2016) Elizabeth J. Sutton et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

High-resolution diffusion-weighted imaging of the breast with multiband 2D radiofrequency pulses and a generalized parallel imaging reconstruction

(2016) Valentina Taviani et al.   MAGNETIC RESONANCE IN MEDICINE

High resolution in vivo characterization of apparent diffusion coefficient at the tumor-stromal boundary of breast carcinomas: A pilot study to assess treatment response using proximity-dependent diffusion-weighted imaging

(2014) Rebekah L. McLaughlin et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Differentiation between benign and malignant breast lesions using quantitative diffusion-weighted sequence on 3 T MRI

(2013) S.L.L. Tan et al.   CLINICAL RADIOLOGY

Computer-Aided Diagnosis of Breast DCE-MRI Images Using Bilateral Asymmetry of Contrast Enhancement Between Two Breasts

(2013) Qian Yang et al.   JOURNAL OF DIGITAL IMAGING

High-resolution Diffusion-weighted Magnetic Resonance Imaging in Patients with Locally Advanced Breast Cancer

(2011) Lisa Singer et al.   ACADEMIC RADIOLOGY

Strategies for subtypes—dealing with the diversity of breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011

(2011) A. Goldhirsch et al.   ANNALS OF ONCOLOGY

Improved diagnostic accuracy of breast MRI through combined apparent diffusion coefficients and dynamic contrast-enhanced kinetics

(2011) S. C. Partridge et al.   MAGNETIC RESONANCE IN MEDICINE

Ki67 in breast cancer: prognostic and predictive potential

(2010) Rinat Yerushalmi et al.   LANCET ONCOLOGY