Deep learning based spectral CT imaging

Estimating dual-energy CT imaging from single-energy CT data with material decomposition convolutional neural network

(2021) Tianling Lyu et al.   MEDICAL IMAGE ANALYSIS

DRONE: Dual-Domain Residual-based Optimization NEtwork for Sparse-View CT Reconstruction

(2021) Weiwen Wu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

On instabilities of deep learning in image reconstruction and the potential costs of AI

(2020) Vegard Antun et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Full-Spectrum-Knowledge-Aware Tensor Model for Energy-Resolved CT Iterative Reconstruction

(2020) Dong Zeng et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Learning The Invisible: A Hybrid Deep Learning-Shearlet Framework for Limited Angle Computed Tomography

(2019) Tatiana Alessandra BUBBA et al.   INVERSE PROBLEMS

Tensor decomposition and non-local means based spectral CT image denoising

(2019) Yanbo Zhang et al.   Journal of X-Ray Science and Technology

Spectral CT Reconstruction—ASSIST: Aided by Self-Similarity in Image-Spectral Tensors

(2019) Wenjun Xia et al.   IEEE Transactions on Computational Imaging

Convolutional Sparse Coding for Compressed Sensing CT Reconstruction

(2019) Peng Bao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

One network to solve all ROIs: Deep learning CT for any ROI using differentiated backprojection

(2019) Yoseob Han et al.   MEDICAL PHYSICS

K-Net: Integrate Left Ventricle Segmentation and Direct Quantification of Paired Echo Sequence

(2019) Rongjun Ge et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Low-dose spectral CT reconstruction using image gradient ℓ 0 –norm and tensor dictionary

(2018) Weiwen Wu et al.   APPLIED MATHEMATICAL MODELLING

LEARN: Learned Experts’ Assessment-Based Reconstruction Network for Sparse-Data CT

(2018) Hu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Convolutional Neural Network Based Metal Artifact Reduction in X-Ray Computed Tomography

(2018) Yanbo Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Low-Dose CT Image Denoising Using a Generative Adversarial Network With Wasserstein Distance and Perceptual Loss

(2018) Qingsong Yang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Learning Computed Tomography: Learning Projection-Domain Weights From Image Domain in Limited Angle Problems

(2018) Tobias Wurfl et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Nonlocal low-rank and sparse matrix decomposition for spectral CT reconstruction

(2018) Shanzhou Niu et al.   INVERSE PROBLEMS

Multienergy Cone-Beam Computed Tomography Reconstruction with a Spatial Spectral Nonlocal Means Algorithm

(2018) Bin Li et al.   SIAM Journal on Imaging Sciences

Spatial-spectral cube matching frame for spectral CT reconstruction

(2018) Weiwen Wu et al.   INVERSE PROBLEMS

A learning-based material decomposition pipeline for multi-energy x-ray imaging

(2018) Yanye Lu et al.   MEDICAL PHYSICS

Multi-energy computed tomography reconstruction using a nonlocal spectral similarity model

(2018) Lisha Yao et al.   PHYSICS IN MEDICINE AND BIOLOGY

Non-Local Low-Rank Cube-Based Tensor Factorization for Spectral CT Reconstruction

(2018) Weiwen Wu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Convolutional Neural Network for Inverse Problems in Imaging

(2017) Kyong Hwan Jin et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Low-Dose CT With a Residual Encoder-Decoder Convolutional Neural Network

(2017) Hu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Tensor-Based Dictionary Learning for Spectral CT Reconstruction

(2017) Yanbo Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

An effective noise reduction method for multi-energy CT images that exploit spatio-spectral features

(2017) Zhoubo Li et al.   MEDICAL PHYSICS

aLow-dose CT via convolutional neural network

(2017) Hu Chen et al.   Biomedical Optics Express

Penalized weighted least-squares approach for multienergy computed tomography image reconstruction via structure tensor total variation regularization

(2016) Dong Zeng et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Sparse-View Spectral CT Reconstruction Using Spectral Patch-Based Low-Rank Penalty

(2015) Kyungsang Kim et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep learning

(2015) Yann LeCun et al.   NATURE

Joint reconstruction of multi-channel, spectral CT data via constrained total nuclear variation minimization

(2015) David S Rigie et al.   PHYSICS IN MEDICINE AND BIOLOGY

Tensor-Based Formulation and Nuclear Norm Regularization for Multienergy Computed Tomography

(2014) Oguz Semerci et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Multi-Material Decomposition Using Statistical Image Reconstruction for Spectral CT

(2014) Yong Long et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Image Reconstruction for Hybrid True-Color Micro-CT

(2012) Qiong Xu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Multi-energy CT based on a prior rank, intensity and sparsity model (PRISM)

(2011) Hao Gao et al.   INVERSE PROBLEMS

Empirical beam hardening correction (EBHC) for CT

(2010) Yiannis Kyriakou et al.   MEDICAL PHYSICS

Statistical Sinogram Restoration in Dual-Energy CT for PET Attenuation Correction

(2009) Joonki Noh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Focal Cystic High-Attenuation Lesions: Characterization in Renal Phantom by Using Photon-counting Spectral CT—Improved Differentiation of Lesion Composition

(2009) Daniel T. Boll et al.   RADIOLOGY