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A multi-output deep learning algorithm to improve brain lesion segmentation by enhancing the resistance of variabilities in tissue contrast

Author:Yi-Tien Li  Hsiao-Wen Chung  David Chen  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4333  

Room Session:3  

Institution:National Taiwan University  Taipei Medical University  Taipei Medical University - Shuang Ho Hospital  Taipei Medical University Hospital  

Automated classification of intramedullary spinal cord tumors and inflammatory demyelinating lesions using deep learning

Author:Zhizheng Zhuo  Jie Zhang  Yunyun Duan  Xianchang Zhang  Yaou Liu  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4340  

Room Session:3  

Institution:Beijing Tiantan Hospital, Capital Medical University  Siemens Healthineers Ltd  

Automated IDH genotype prediction pipeline using multimodal domain adaptive segmentation (MDAS) model

Author:Hailong Zeng  Lina Xu  Zhen Xing  Wanrong Huang  Yan Su  Zhong Chen  Dairong Cao  Zhigang Wu  Shuhui Cai  Congbo Cai  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4329  

Room Session:3  

Institution:Philips Healthcare  The First Affiliated Hospital of Fujian Medical University  Xiamen University  

Correlated and specific features fusion based on attention mechanism for grading hepatocellular carcinoma with Contrast-enhanced MR

Author:Shangxuan Li  Guangyi Wang  Lijuan Zhang  Wu Zhou  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4331  

Room Session:3  

Institution:Guangdong General Hospital  Guangzhou University of Chinese Medicine  Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  

Differentiation between glioblastoma and solitary brain metastasis using mean apparent propagator-MRI: a Radiomics analysis

Author:Xiaoyue Ma  Guohua Zhao  Eryuan Gao  Jinbo Qi  Kai Zhao  Ankang Gao  Jie Bai  Huiting Zhang  Xu Yan  Guang Yang  Jingliang Cheng  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4341  

Room Session:3  

Institution:MR Scientific Marketing, Siemens Healthineers  Shanghai Key Laboratory of Magnetic Resonance, East China Normal University  The First Affiliated Hospital of Zhengzhou University  

Efficient six-direction DTI tensor estimation using model-based deep learning

Author:Jialong Li  Qiqi Lu  Qiang Liu  Yanqiu Feng  Xinyuan Zhang  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4337  

Room Session:3  

Institution:Southern Medical University  

High efficient Bloch simulation of MRI sequences based on deep learning

Author:Haitao Huang  Qinqin Yang  Zhigang Wu  Jianfeng Bao  Jingliang Cheng  Shuhui Cai  Congbo Cai  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4336  

Room Session:3  

Institution:Philips Healthcare  Xiamen University  Zhengzhou University  

k-Space Interpolation for Accelerated MRI Using Deep Generative Models

Author:Zhuo-Xu Cui  Sen Jia  Zhilang Qiu  Qingyong Zhu  Yuanyuan Liu  Jing Cheng  Leslie Ying  Yanjie Zhu  Dong Liang  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4334  

Room Session:3  

Institution:Department of Biomedical Engineering and the Department of Electrical Engineering, The State University of New York  Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Natio  

A Microstructural Estimation Transformer with Sparse Coding for NODDI (METSCN)

Author:Tianshu Zheng  Yi-Cheng Hsu  Yi Sun  Yi Zhang  Chuyang Ye  Dan Wu  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4343  

Room Session:3  

Institution:Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Hangzhou, Zhejiang, China  MR Collaboration, Siemens Healthineers Ltd., Shanghai, China  School of Information and Electronics, Beijing Inst  

Noise2Average: deep learning based denoising without high-SNR training data using iterative residual learning

Author:Zihan Li  Berkin Bilgic  Ziyu Li  Kui Ying  Jonathan Polimeni  Susie Huang  Qiyuan Tian  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4338  

Room Session:3  

Institution:Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital  Department of Biomedical Engineering, Tsinghua University  Department of Engineering Physics, Tsinghua University  Nuffield Department of Clinica  

Residual Non-local Attention Graph Learning (PNAGL) Neural Networks for Accelerating 4D-MRI

Author:Bei Liu  Huajun She  Yufei Zhang  Zhijun Wang  Yiping Du  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4332  

Room Session:3  

Institution:Shanghai Jiao Tong University  

A residual-spatial feature based MR motion artifact detection model with better generalization

Author:Xiaolan Liu  Yaan Ge  Qingyu Dai  Kun Wang  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4335  

Room Session:3  

Institution:GE Healthcare  

Self-supervised learning for multi-center MRI harmonization without traveling phantoms: application for cervical cancer classification

Author:Xiao Chang  Xin Cai  Yibo Dan  Yang Song  Qing Lu  Guang Yang  Shengdong Nie  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4342  

Room Session:3  

Institution:East China Normal University  Shanghai Jiao Tong University  University of Shanghai for Science and Technology  

Transformer based Self-supervised learning for content-based image retrieval

Author:Deepa Anand  Chitresh Bhushan  Dattesh Shanbhag  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4339  

Room Session:3  

Institution:GE Global Research  GE Healthcare  

Tumor Aware Temporal Deep Learning (TAP-DL) for Prediction of Early Recurrence in Hepatocellular Carcinoma Patients after Ablation using MRI

Author:Yuze Li  Chao An  Huijun Chen  

Session Type:Online Gather.town Pitches  

Session Date:Wednesday, 11 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence IV  

Program Number:4330  

Room Session:3  

Institution:First Affiliated Hospital of Chinese PLA General Hospital  Tsinghua University