Application of Random Forest Regression for Fast and Robust MRF Dictionary Matching

Author:Shivaprasad Chikop  Vimal Chandran  Imam Shaik  Mauricio Reyes Aguirre  Sairam Geethanath  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3997  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 48  

Artificial Neural Network for Suppression of Banding Artifacts in Balanced Steady-State Free Precession MRI

Author:Ki Hwan Kim  Sung-Hong Park  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3982  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 33  

Automated Reference-Free Assessment of MR Image Quality Using an Active Learning Approach: Comparison of Support Vector Machine Versus Deep Neural Network Classification.

Author:Sergios Gatidis  Annika Liebgott  Martin Schwartz  Petros Martirosian  Fritz Schick  Konstantin Nikolaou  Bin Yang  Thomas Küstner  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3979  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 30  

Automatic Segmentation of MR Images of the Proximal Femur Using Deep Learning

Author:Spencer Hallyburton  Gregory Chang  Stephen Honig  Kyunghyun Cho  Cem Deniz  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3986  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 37  

Boosting SNR And/or Resolution of Arterial Spin Label (ASL) Imaging Using Multi-Contrast Approaches with Multi-Lateral Guided Filter and Deep Networks

Author:Enhao Gong  John Pauly  Greg Zaharchuk  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3983  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 34  

Cascaded Convolutional Neural Network (CNN) for Reconstruction of Undersampled Magnetic Resonance (MR) Images

Author:Taejoon Eo  Yohan Jun  Taeseong Kim  Jinseong Jang  Dosik Hwang  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3974  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 25  

Classification of Head Movements Inside an MRI Scanner Using a Single Marker and Neural Networks

Author:Aditya Singh  Brian Keating  Sara Hayama  Michael Herbst  Thomas Ernst  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3981  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 32  

Deep Learning Feature Classification for Predicting Treatment Decision: A Preliminary Study on Prostate Cancer Patients

Author:Hansang Lee  Junmo Kim  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3978  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 29  

Deep Mapping: Using Deep Convolutional Neural Networks to Estimate Quantitative T1 Maps Trained on a 7 T Minimum Deformation Average Model

Author:Steffen Bollmann  Andrew Janke  Markus Barth  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3990  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 41  

Deep Network Training Based Sparsity Model for Reconstruction

Author:Jiahao Lin  Stamatios Lefkimmiatis  Kyunghyun Sung  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3976  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 27  

Dynamic Cardiac MR Image Reconstruction Models Using Machine Learning on Large Training Data Sets

Author:Johannes Schmidt  Sebastian Kozerke  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3991  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 42  

Fat/Water Classification Using a Supervised Neural Network

Author:Anne Menini  Kang Wang  Zachary Slavens  Christopher Hardy  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3980  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 31  

Feasibility of Multi-Contrast MR Imaging Via Deep Learning

Author:Shanshan Wang  Tao Zhao  Ningbo Huang  Sha Tan  Yuanyuan Liu  Leslie Ying  Dong Liang  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3985  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 36  

In-Vivo Segmentation of Carotid Plaque MRI with Deep Convolutional Neural Networks

Author:Yuxi Dong  Yuchao Pan  Rui Li  Wei Xu  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3975  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 26  

A Machine Learning Based Approach for Fast T1 Estimation with Improved Accuracy

Author:ANIRBAN SENGUPTA  RAKESH GUPTA  Sumeet Agarwal  ANUP SINGH  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3994  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 45  

Machine-Learning-Based Treatment Response Stratification for Trans-Arterial Chemoembolization in HCC Patients.

Author:Atilla Kiraly  Robert Grimm  Mounes Ghasebeh  Li Pan  David Liu  Berthold Kiefer  Ihab Kamel  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3993  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 44  

A Novel Multi-Center Classification Method for ASD Diagnosis Via Sparse Multi-Modality Multi-Task Learning

Author:Jun Wang  Qian Wang  Jialin Peng  Dong Nie  Feng Zhao  Chong-Yaw Wee  Shitong Wang  Dinggang Shen  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3996  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 47  

Performance Comparison of Artificial Neural Network and Fuzzy Deep Learning Algorithms for Respiratory Motion Prediction in Pseudocontinuous Arterial Spin Labeling of the Abdomen

Author:H Michael Gach  Hao Song  Seonyeong Park  Yuichi Motai  Dan Ruan  Wenyang Liu  V Andrew Stenger  Rolf Pohmann  Jingqin Luo  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3987  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 38  

Robust and Efficient Dictionary Matching in Magnetic Resonance Fingerprinting with Neural Networks

Author:Daniel Truhn  Christoph Haarburger  Volkmar Schulz  Dorit Merhof  Christiane Kuhl  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3989  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 40  

SAR-Efficient RF Shim Prediction Via Machine Learning

Author:Julianna Ianni  Zhipeng Cao  William Grissom  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3992  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 43  

Semi-Automated Assessment for Distinguishing Glioblastoma and Solitary Brain Metastasis: A Machine Learning Approach

Author:Nathaniel Swinburne  Javin Schefflein  Yu Sakai  Iris Chen  Ehsan Tadayon  Kambiz Nael  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3995  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 46  

A Study of Simulated Training Data for Image Reconstruction from Subsampled MR Data Using Artificial Neural Network

Author:Kinam Kwon  Jaejin Cho  Seohee So  Byungjai Kim  Yoonmee Lee  Kyungtak Min  Hyunwook Park  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3988  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 39  

Super Resolution Reconstruction in MRI by Deep Convolutional Neural Networks

Author:zhengchao dong  hong Wang  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3977  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 28  

Undersampling Trajectory Design for Fast MRI with Super-Resolution Convolutional Neural Network

Author:Shanshan Wang  Taohui Xiao  Sha Tan  Yuanyuan Liu  Leslie Ying  Dong Liang  

Session Type:Electronic Poster  

Session Date:Tuesday, 25 April 2017  

Session Time:09:15  

Session:Artificial Intelligence & Machine Learning  

Program Number:3984  

Presentation Time:

Room Number:Exhibition Hall  

Computer Number:Computer 35