Fully automatic, multiorgan segmentation in normal whole body magnetic resonance imaging (MRI), using classification forests (CFs), convolutional neural networks (CNNs), and a multi-atlas (MA) approach

Author:

Lavdas Ioannis1,Glocker Ben2,Kamnitsas Konstantinos2,Rueckert Daniel2,Mair Henrietta3,Sandhu Amandeep4,Taylor Stuart A.3,Aboagye Eric O.1,Rockall Andrea G.5

Affiliation:

1. Imperial College Comprehensive Cancer Imaging Centre (C.C.I.C.); Hammersmith Campus, Commonwealth Building Main Office, Ground Floor, Du Cane Road London W12 0NN UK

2. Biomedical Image Analysis Group; Department of Computing; Imperial College London; Huxley Building, 180 Queen's Gate London SW7 2AZ UK

3. Department of Imaging; University College London Hospitals NHS Foundation Trust; Euston Road London NW1 2BU UK

4. Department of Radiology Hammersmith Hospital; Imperial College Healthcare NHS Trust; DuCane Road London W12 0NN UK

5. Department of Radiology; The Royal Marsden NHS Foundation Trust; Fulham Road London SW3 6JJ UK

Funder

National Institute of Health Research

Publisher

Wiley

Subject

General Medicine

Reference24 articles.

1. Diffusion weighted whole body imaging with background body signal suppression (DWIBS): technical improvement using free breathing, STIR and high resolution 3D display;Takahara;Radiat Med,2004

2. Diffusion-weighted MRI in the body: applications and challenges in oncology;Koh;Am J Roentgenol,2007

3. Whole-body MRI for the staging and follow-up of patients with metastasis;Schmidt;Eur J Radiol,2009

4. Diagnostic value of whole-body magnetic resonance imaging for bone metastases: a systematic review and meta-analysis;Wu;J Magn Reson Imaging,2011

5. Whole-body diffusion-weighted MR imaging in cancer: current status and research directions;Padhani;Radiology,2011

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