
Spectral Decomposition in Deep Networks for Segmentation of Dynamic Medical Images
Dynamic contrastenhanced magnetic resonance imaging (DCE MRI) is a wid...
read it

Wasserstein GANs for MR Imaging: from Paired to Unpaired Training
Lack of groundtruth MR images (labels) impedes the common supervised tr...
read it

Degrees of Freedom Analysis of Unrolled Neural Networks
Unrolled neural networks emerged recently as an effective model for lear...
read it

Compressed Sensing: From Research to Clinical Practice with DataDriven Learning
Compressed sensing in MRI enables high subsampling factors while maintai...
read it

VAEGANs for Probabilistic Compressive Image Recovery: Uncertainty Analysis
Recovering highquality images from limited sensory data is a challengin...
read it

Neural Proximal Gradient Descent for Compressive Imaging
Recovering highresolution images from limited sensory data typically le...
read it

Recurrent Generative Adversarial Networks for Proximal Learning and Automated Compressive Image Recovery
Recovering images from undersampled linear measurements typically leads ...
read it

Deep Generative Adversarial Networks for Compressed Sensing Automates MRI
Magnetic resonance image (MRI) reconstruction is a severely illposed li...
read it

Online Categorical Subspace Learning for Sketching Big Data with Misses
With the scale of data growing every day, reducing the dimensionality (a...
read it

Tracking Tensor Subspaces with Informative Random Sampling for RealTime MR Imaging
Magnetic resonance imaging (MRI) nowadays serves as an important modalit...
read it

Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors
Extracting latent lowdimensional structure from highdimensional data i...
read it

Recovery of LowRank Plus Compressed Sparse Matrices with Application to Unveiling Traffic Anomalies
Given the superposition of a lowrank matrix plus the product of a known...
read it

Innetwork Sparsityregularized Rank Minimization: Algorithms and Applications
Given a limited number of entries from the superposition of a lowrank m...
read it
Morteza Mardani
is this you? claim profile