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Parallel imaging reconstruction using iterative CNN-based denoising in image domain

Author:Tomoki Amemiya  Atsuro Suzuki  Yukio Kaneko  Suguru Yokosawa  Toru Shirai  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4771  

Room Session:Exhibition Halls D/E  

Institution :FUJIFILM Corporation  

Deep learning-based Lorentzian fitting of WASSR Z-spectra

Author:Sajad Mohammed Ali  Nirbhay Yadav  Ronnie Wirestam  Munendra Singh  Hye-Young Heo  Peter van Zijl  Linda Knutsson  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4772  

Room Session:Exhibition Halls D/E  

Institution :F.M. Kirby Research Center, Johns Hopkins University, Kennedy Krieger Institute  F.M. Kirby Research Center, Radiology, Medical Radiation Physics, Kennedy Krieger Institute,  

Accuracy of Deep Learning-based Signal-to-noise Measurements using Air Recon DL

Author:Evan McNabb  Véronique Fortier  Ives Levesque  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4773  

Room Session:Exhibition Halls D/E  

Institution :McGill University  McGill University Health Centre  

Deep Learning Prediction of Multi-channel ESPIRiT Maps for Calibrationless MR Image Reconstruction

Author:Junhao Zhang  Zheyuan Yi  Yujiao Zhao  Linfang Xiao  Jiahao Hu  Vick Lau  Fei Chen  Alex T.L.Leong  Ed X. Wu  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4774  

Room Session:Exhibition Halls D/E  

Institution :Department of Electrical and Electronic Engineering, Southern University of Science and Technology  Laboratory of Biomedical Imaging and Signal Processing, The University of Hong Kong  Department of Electrical and Electronic Engineering, the University of  

CS-MRI Reconstruction Using an Improved Generative Adversarial Network with Channel Attention Mechanism

Author:Xia Li  Hui Zhang  Tie-Qiang Li  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4775  

Room Session:Exhibition Halls D/E  

Institution :China Jiliang University  Karolinska Institute  

A Stochastic Approach for Joint Learning of a Neural Network Reconstruction and Sampling Pattern in Cartesian 3D Parallel MRI

Author:Marcelo Zibetti  Ravinder Regatte  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4776  

Room Session:Exhibition Halls D/E  

Institution :NYU Grossman School of Medicine  

Analysis of Deep Learning-based Reconstruction Models for Highly Accelerated MR Cholangiopancreatography: to Fine-tune or not to Fine-tune

Author:Jinho Kim  Thomas Benkert  Bruno Riemenschneider  Marcel Dominik Nickel  Florian Knoll  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4777  

Room Session:Exhibition Halls D/E  

Institution :Friedrich-Alexander-Universität Erlangen-Nürnberg  Siemens Healthcare GmbH  

Improvement of CNN Denoising Performance Using Noise Control of Input Image and Application to Parallelized Image Denoising

Author:Satoshi Ito  Keitaro TAKAHASHI  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4778  

Room Session:Exhibition Halls D/E  

Institution :Utsunomiya University  

Fast spatio-temporal subspace reconstruction of 3D-MRF with B0 correction and deep-learning-initialized compressed sensing (Deli-CS)

Author:Natthanan Ruengchaijatuporn  Siddharth Iyer  Sophie Schauman  Quan Chen  Xiaozhi Cao  Itthi Chatnuntawech  Kawin Setsompop  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4779  

Room Session:Exhibition Halls D/E  

Institution :Chulalongkorn University  National Science and Technology Development Agency  Stanford University  MIT  

Deep Image Prior with Structured Sparsity (DISCUS) for Dynamic MRI Reconstruction

Author:Muhammad Ahmad Sultan  Chong Chen  Yuchi Han  Rizwan Ahmad  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4780  

Room Session:Exhibition Halls D/E  

Institution :The Ohio State University  

Deep Attention Unfolding CNN Architecture for Parallel MRI

Author:Muhammad Shafique  Sohaib Qazi  Faisal Najeeb  Hammad Omer  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4781  

Room Session:Exhibition Halls D/E  

Institution :Comsats University Islamabad  Linköping University  University of Poonch Rawalakot  

Improved Clinical Diffusion Weighted Imaging by Combining Deep Learning Reconstruction, Partial Fourier, and Super Resolution

Author:Thomas Benkert  Elisabeth Weiland  Simon Arberet  Majd Helo  Fasil Gadjimuradov  Karl Engelhard  Gregor Thoermer  Dominik Nickel  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4782  

Room Session:Exhibition Halls D/E  

Institution :Martha-Maria Hospital  Siemens Healthcare GmbH  Siemens Medical Solutions USA  Friedrich-Alexander-Universität Erlangen-Nürnberg  

Clinical feasibility of artificial intelligence-assisted compressed sensing for accelerated MR imaging in nasopharyngeal carcinoma

Author:Qin Zhao  Song Zhang  Liyun Zheng  Yongming Dai  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4783  

Room Session:Exhibition Halls D/E  

Institution :Central Research Institute, United Imaging Healthcare  Shenzhen United Imaging Research Institute of Innovative Medical Equipment  Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for C  

USING DEEP LEARNING WITH AN ACTIVE LEARNING APPROACH TO CORRECT WATER-FAT MIS-LABELING IN MR THORACIC SPINE IMAGES

Author:Siddhartha Satpathi  Jacinta Browne  AbdulRahman Alfayad  Jared Verdoorn  James Pipe  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4784  

Room Session:Exhibition Halls D/E  

Institution :Mayo Clinic  

Lightweight encoder-decoder architecture for Fat-Water separation in MRI using biophysical model-guided deep learning method

Author:Ganeshkumar M  Devasenathipathy Kandasamy  Raju Sharma  Amit Mehndiratta  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4785  

Room Session:Exhibition Halls D/E  

Institution :All India Institute of Medical Sciences  Indian Institute of Technology Delhi  

Fast MR imaging with distribution convergence modeling

Author:Jing Cheng  Zhuo-Xu Cui  Qingyong Zhu  Dong Liang  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4786  

Room Session:Exhibition Halls D/E  

Institution :Shenzhen institutes of advanced technology, Chinese Academy of Sciences  

Transferable Deep Learning for Fast MR Imaging

Author:YuXiang Zhou  Riti Paul  Pak Lun Kevin Ding  Leland Hu  Ameet Patel  Baoxin Li  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4787  

Room Session:Exhibition Halls D/E  

Institution :Arizona State University  Mayo Clinic at Arizona  

MONAI Recon: An Open Source Tool for Deep Learning Based Accelerated MRI Reconstruction

Author:Mohammad Zalbagi Darestani  Vishwesh Nath  Wenqi Li  Yufan He  Holger Roth  Ziyue Xu  Daguang Xu  Reinhard Heckel  Can Zhao  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4788  

Room Session:Exhibition Halls D/E  

Institution :NVIDIA  Rice University  Technical University of Munich  

Investigation of DWI with Deep Learning-based Reconstruction in the Differentiation of Benign and Malignant Breast Lesions

Author:Tiebao Meng  Huiming Liu  Chuanmiao Xie  Jialu Zhang  Long Qian  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4789  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  Sun Yat-sen University Cancer Center  

Clinical Viability of AI-enabled 0.5T MRI Scanner to Improve Access

Author:Arjun Narula  Uday Patil  Anand SH  Harikrishnan Raveendran  Shailaja Muniraj  Pallavi Rao  Anurita Menon  Allison Garza  Santosh Kumar  Gautam Kumar  Srinivas NR  Syam Babu  Ravi Jaiswal  Rajagopalan Sundaresan  Ashok Reddy  Saji Rajamani  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:Image Reconstruction Methods II  

Program Number:4790  

Room Session:Exhibition Halls D/E  

Institution :Core Clinico PET Imaging  GE Healthcare  Image Core Lab  Jivaa Diagnostics  Manipal Hospitals  Narula Diagnostics  Prima Diagnostics