Braided Networks for Scan-Aware MRI Brain Tissue Segmentation

Autor: Mahmoud Mostapha, Xiao Chen, Ceccaldi Pascal, Mariappan S. Nadar, Youngjin Yoo, Boris Mailhe

Publikováno v: ISBI

Recent advances in supervised deep learning, mainly using convolutional neural networks, enabled the fast acquisition of high-quality brain tissue segmentation from structural magnetic resonance brain images (MRI). However, the robustness of such dee

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::22ebb0116c57c4347ebbc2f8687e56b4
https://doi.org/10.1109/isbi45749.2020.9098601

Evaluating deep learning methods in detecting and segmenting different sizes of brain metastases on 3D post-contrast T1-weighted images.

Autor: Yoo, Youngjin, Ceccaldi, Pascal, Liu, Siqi, Re, Thomas J., Cao, Yue, Balter, James M., Gibson, Eli

Publikováno v: Journal of Medical Imaging; May/Jun2021, Vol. 8 Issue 3, p37001-37001, 1p

Artificial Intelligence with Statistical Confidence Scores for Detection of Acute or Subacute Hemorrhage on Noncontrast CT Head Scans.

Autor: Gibson E; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Georgescu B; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Ceccaldi P; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Trigan PH; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Yoo Y; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Das J; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Re TJ; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Rs V; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Balachandran A; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Eibenberger E; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Chekkoury A; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Brehm B; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Bodanapally UK; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Nicolaou S; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Sanelli PC; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Schroeppel TJ; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Flohr T; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Comaniciu D; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.)., Lui YW; Department of Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (E.G., B.G., P.C., P.H.T., Y.Y., J.D., T.J.R., D.C.); Department of Digital Technology and Innovation, Siemens Healthineers, Bangalore, India (V.R.S., A.B.); Department of Computed Tomography, Siemens Healthineers, Forchheim, Germany (E.E., A.C., B.B., T.F.); Department of Radiology, University of Maryland Medical Center, Baltimore, Md (U.K.B.); Department of Radiology, Vancouver General Hospital, Vancouver, Canada (S.N.); Department of Radiology, Northwell Health, New York, NY (P.C.S.); Department of Surgery, UCHealth Memorial Hospital, Colorado Springs, Colo (T.J.S.); and Department of Radiology, NYU Langone Health, New York University School of Medicine, New York, NY (Y.W.L.).

Publikováno v: Radiology. Artificial intelligence [Radiol Artif Intell] 2022 Apr 20; Vol. 4 (3), pp. e210115. Date of Electronic Publication: 2022 Apr 20 (Print Publication: 2022).