3 citations · 6 across the 5 of their papers we have counts for
5 papers
Domain Adaptation using Silver Standard Masks for Lateral Ventricle Segmentation in FLAIR MRI
Owen Crystal, Pejman J. Maralani, Sandra Black +2
Lateral ventricular volume (LVV) is an important biomarker for clinical investigation. We present the first transfer learning-based LVV segmentation method for fluid-attenuated inv…
Effect of Intensity Standardization on Deep Learning for WML Segmentation in Multi-Centre FLAIR MRI
Abdollah Ghazvanchahi, Pejman Jahbedar Maralani, Alan R. Moody +1
Deep learning (DL) methods for white matter lesion (WML) segmentation in MRI suffer a reduction in performance when applied on data from a scanner or centre that is out-of-distribu…
MLP-SRGAN: A Single-Dimension Super Resolution GAN using MLP-Mixer
Samir Mitha, Seungho Choe, Pejman Jahbedar Maralani +2
We propose a novel architecture called MLP-SRGAN, which is a single-dimension Super Resolution Generative Adversarial Network (SRGAN) that utilizes Multi-Layer Perceptron Mixers (M…
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation
Brandon Mac, Alan R. Moody, April Khademi
One of the key limitations in machine learning models is poor performance on data that is out of the domain of the training distribution. This is especially true for image analysis…
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical Flow
Sergiu Mocanu, Alan R. Moody, April Khademi
We propose FlowReg, a deep learning-based framework for unsupervised image registration for neuroimaging applications. The system is composed of two architectures that are trained…