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Computer aided quantification of prostate cancer diffusion-weighted imaging: repeatability analysis of radiomics as biomarkers for Gleason score prediction

Computer-aided diagnosis of hepatocellular carcinoma and hepatic cavernous hemangioma using non-enhanced MRI with a random forest classifier

Author:Jingjun Wu  Ailian Liu  Jingjing Cui  Lizhi Xie  

Author Institution:GE Healthcare, MR Research  Huiying Medical Technology Co., Ltd.  The First Affiliated Hospital of Dalian Medical University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2712  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Development and Validation of a Classifier for Prediction of Distant Metastasis in Nasopharyngeal Carcinoma at Initial Staging

Author:Bin Zhang  

Author Institution:The First Affiliated Hospital of Jinan University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2714  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Evaluation of 2D and 3D convolutional neural network methods for generating pelvic synthetic CT from T1-weighted MRI

Author:Jie Fu  Yingli Yang  Kamal Singhrao  Dan Ruan  Daniel Low  Anand Santhanam  John Lewis  

Author Institution:UCLA  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2719  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Improving the image quality of liver DWI using the convolutional neural network-based selection algorithm

Author:Daiki Tamada  Utaroh Motosugi  Hiroshi Onishi  

Author Institution:University of Yamanashi  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2723  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Locating hypoxia-related tumour regions in NSCLC: utility and repeatability of data-driven segmentation of combined OE/DCE-MRI data

Author:Adam Featherstone  Ahmed Salem  Ross Little  Yvonne Watson  Susan Cheung  Corrine Faivre-Finn  James O'Connor  Julian Matthews  Geoff Parker  

Author Institution:The University of Manchester  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2722  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Motion Detection and Quality Assessment of MR images with Deep Convolutional DenseNets

Author:Sandro Braun  Xiao Chen  Benjamin Odry  Boris Mailhe  Mariappan Nadar  

Author Institution:Siemens Healthineers  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2715  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

MR Image Synthesis For Glioma Segmentation

A multi-channel convolutional neural network for segmentation of breast lesions in DCE-MRI

Author:Karl Spuhler  Mario Serrano Sosa  Jie Ding  Tim Duong  Chuan Huang  

Author Institution:Stony Brook Medicine  Stony Brook University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2716  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Noninvasive Identification of IDH-mutational Status from 1H-MRS Spectra by Deep Learning

Author:Hyeonghun Lee  Hyeonjin Kim  

Author Institution:Seoul National University  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2718  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Quantitative texture analysis of apparent diffusion coefficient (ADC) for evaluating histologic differentiated grade of head and neck squamous cell carcinoma

Author:Yu Chen  Yanan Zhao  Huadan Xue  Zhuhua Zhang  Zhengyu Jin  

Author Institution:Peking Union Medical College Hospital  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2725  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Radiomics analysis for preoperative prediction of synchronous distant metastasis in patients with rectal cancer

Author:Huanhuan Liu  Caiyuan Zhang  Jinning Li  Weibo Chen  Dengbin Wang  

Author Institution:Philips Healthcare  Xinhua hospital, Shanghai Jiaotong University School of Medicine  

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2711  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

Repeatability of Selected Multiparametric Prostate MRI Radiomics Features

Segmentation of Bone Tumor with MR imaging using Machine Learning

Author:Amit Mehndiratta  Akshay Gupta  Esha Kayal  Devasenathipathy Kandasamy  Sameer Bakhshi  Raju Sharma  

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

Session Type:Traditional Poster  

Session Date:Thursday, 21 June 2018  

Session Time:08:00  

Session:Machine Learning for Cancer Applications  

Program Number:2717  

Presentation Time:

Room Number:Exhibition Hall 2711-2725  

Computer Number:

The Weakest Link in the Chain: How MR Data Quality influences Convolutional Neural Network Performance