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Attention mechanisms for sharing low-rank, image and k-space information during MR image reconstruction

Author:Siying Xu  Kerstin Hammernik  Patrick Krumm  Sergios Gatidis  Thomas Küstner  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0819  

Room Session:Power Pitch Theatre 1  

Institution :Technical University of Munich  University Hospital of Tuebingen  Imperial college London  Max Planck Institute for Intelligent Systems  

IMJENSE: scan-specific IMplicit representation for Joint coil sENSitivity and image Estimation in parallel MRI

Author:Ruimin Feng  Qing Wu  Yuyao Zhang  Hongjiang Wei  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0820  

Room Session:Power Pitch Theatre 1  

Institution :Shanghai Jiao Tong University  ShanghaiTech University  

Monotone Operator Learning: a robust and memory-efficient physics-guided deep learning framework

Author:Aniket Pramanik  Mathews Jacob  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0821  

Room Session:Power Pitch Theatre 1  

Institution :University of Iowa  

Architecture-agnostic Deep Image Prior for Accelerated MRI reconstruction

Author:Yilin Liu  Yong Chen  Pew-Thian Yap  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0822  

Room Session:Power Pitch Theatre 1  

Institution :Case Western Reserve University  University of North Carolina at Chapel Hill  

MERLIN: In-depth investigation on complex-valued image reconstruction in PyTorch and Tensorflow

Author:Maarten Terpstra  Kerstin Hammernik  Thomas Küstner  Matteo Maspero  Cornelis van den Berg  Daniel Rueckert  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0823  

Room Session:Power Pitch Theatre 1  

Institution :Technical University of Munich  University Hospital of Tübingen  University Medical Center Utrecht  Imperial college London  

Real-time deep learning non-Cartesian image reconstruction using a causal variational network

Author:Prakash Kumar  Krishna Nayak  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0824  

Room Session:Power Pitch Theatre 1  

Institution :University of Southern California  

Deep-learning-based transformation of magnitude images to synthetic raw data for deep-learning-based image reconstruction

Author:Frank Zijlstra  Peter While  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0825  

Room Session:Power Pitch Theatre 1  

Institution :St. Olav's University Hospital  NTNU - Norwegian University of Science and Technology  

PSP-Net: Learning the optimal sampling pattern for MR reconstruction via progressive modeling

Author:Bomin Kim  Sung-Hong Park  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0826  

Room Session:Power Pitch Theatre 1  

Institution :Korea Advanced Institute of Science and Tecnhology  

Accelerated MRI Reconstruction using Adaptive Diffusion Probabilistic Networks

Author:Alper Güngör  Salman Ul Hassan Dar  Saban Öztürk  Yilmaz Korkmaz  Gokberk Elmas  Muzaffer Ozbey  Tolga Çukur  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0827  

Room Session:Power Pitch Theatre 1  

Institution :Bilkent University  Amasya University  ASELSAN Research Center  

Multi-echo MRI Reconstruction with Iteratively Refined Zero-shot Spatio-Temporal Deep Generative Prior

Author:Tae Hyung Kim  Jaejin Cho  Borjan Gagoski  Zijing Dong  Fuyixue Wang  So Hyun Kang  Berkin Bilgic  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0828  

Room Session:Power Pitch Theatre 1  

Institution :Boston Children’s Hospital  Hongik University  Massachusetts General Hospital  Harvard Medical School  Harvard/MIT Health Sciences and Technology  

SubZero: Subspace Zero-Shot MRI Reconstruction

Author:Heng Yu  Yamin Arefeen  Berkin Bilgic  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0829  

Room Session:Power Pitch Theatre 1  

Institution :Carnegie Mellon University  Massachusetts General Hospital  Massachusetts Institute of Technology  Harvard Medical School  

Using Noisier2Noise to choose the sampling mask partition of Self-Supervised Learning via Data Undersampling (SSDU)

Author:Charles Millard  Mark Chiew  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0830  

Room Session:Power Pitch Theatre 1  

Institution :University of Oxford  

Self-Supervised Deep Learning Reconstruction for Highly Accelerated Diffusion Imaging

Author:Ismail Vurankaya  Yohan Jun  Jaejin Cho  Berkin Bilgic  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0831  

Room Session:Power Pitch Theatre 1  

Institution :Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital  Bogazici University  Department of Radiology, Harvard Medical School  

A noise-robust accelerated MRI reconstruction using CycleGAN

Author:Seonghyuk Kim  Wonil Lee  Namho Jeong  Jeewon Kim  Jongyeon Lee  Beomgu Kang  HyunWook Park  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0832  

Room Session:Power Pitch Theatre 1  

Institution :Korea Advanced Institute of Science and Technology (KAIST)  

SVD Compression for Nonlinear Encoding Imaging with Model-based Deep Learning Reconstruction

Author:Zhehong Zhang  Kartiga Selvaganesan  Yonghyun Ha  Chenhao Sun  Anja Samardzija  Heng Sun  Gigi Galiana  R. Todd Constable  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0833  

Room Session:Power Pitch Theatre 1  

Institution :Yale University  

NPB-REC: Non-parametric Assessment of Uncertainty in Deep-learning-based MRI Reconstruction from Undersampled Data

Author:Samah Khawaled  Moti Freiman  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0834  

Room Session:Power Pitch Theatre 1  

Institution :Technion  

DeepSTI: Towards Tensor Reconstruction using Fewer Orientations in Susceptibility Tensor Imaging

Author:Zhenghan Fang  Kuo-Wei Lai  Peter van Zijl  Xu Li  Jeremias Sulam  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0835  

Room Session:Power Pitch Theatre 1  

Institution :The Johns Hopkins University  

Attention-Based Multi-Offset Deep Learning Reconstruction for Accelerating Chemical Exchange Saturation Transfer MRI

Author:Zhikai Yang  Liu Yang  Rohith Saai Pemmasani Prabakaran  AbdulMojeed ILYAS  Jianpan Huang  Kannie W. Y. Chan  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0836  

Room Session:Power Pitch Theatre 1  

Institution :City University of Hong Kong  Hong Kong Centre for Cerebro-Cardiovascular Health Engineering (COCHE)  City University of Hong Kong Shenzhen Research Institute  The Johns Hopkins University School of Medicine  

Investigating VoxelMorph Image Registration for Fast 4D Respiratory Compensated Image Reconstruction on an MR-Linac

Author:Rosie Goodburn  Movindu Dassanayake  Bastien Lecoeur  Prashant Nair  Uwe Oelfke  Andreas Wetscherek  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0837  

Room Session:Power Pitch Theatre 1  

Institution :Imperial college London  Institute of Cancer Research  

Accelerated 3D Myelin Water Imaging: Jointly Unrolled Cross-domain Optimization-based Spatio-Temporal Reconstruction Network

Author:Jae-Hun Lee  Dongyeob Han  Jae-Yoon Kim  Dong-Hyun Kim  

Session Type:Power Pitch  

Session Date:Wednesday, 07 June 2023  

Session Name:Pitch: Deep Learning Image Reconstruction  

Program Number:0838  

Room Session:Power Pitch Theatre 1  

Institution :Siemens Korea  Yonsei Univ.