Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model

L. Pennig; R. Shahzad; L. Caldeira; S. Lennartz; F. Thiele; L. Goertz; D. Zopfs; A.-K. Meißner; G. Fürtjes; M. Perkuhn; C. Kabbasch; S. Grau; J. Borggrefe; K.R. Laukamp

doi:10.3174/ajnr.A6982

Research ArticleAdult Brain

Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model

L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe and K.R. Laukamp

American Journal of Neuroradiology April 2021, 42 (4) 655-662; DOI: https://doi.org/10.3174/ajnr.A6982

L. Pennig

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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R. Shahzad

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany

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L. Caldeira

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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S. Lennartz

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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F. Thiele

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany

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L. Goertz

bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany

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D. Zopfs

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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A.-K. Meißner

dDepartment of Stereotaxy and Functional Neurosurgery (A.-K.M., G.F.), Center for Neurosurgery, University Hospital Cologne, Cologne, Germany

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G. Fürtjes

bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany

dDepartment of Stereotaxy and Functional Neurosurgery (A.-K.M., G.F.), Center for Neurosurgery, University Hospital Cologne, Cologne, Germany

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M. Perkuhn

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

cPhilips Innovative Technologies (R.S., F.T., M.P.), Aachen, Germany

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C. Kabbasch

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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S. Grau

bCenter for Neurosurgery (L.G., G.F., S.G.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany

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J. Borggrefe

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

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K.R. Laukamp

aFrom the Institute for Diagnostic and Interventional Radiology (L.P., R.S., L.C., S.L., F.T., D.Z., M.P., C.K., J.B., K.R.L.)

eDepartment of Radiology (K.R.L.), University Hospitals Cleveland Medical Center, Cleveland, Ohio

fDepartment of Radiology (K.R.L.), Case Western Reserve University, Cleveland, Ohio

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L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe, K.R. Laukamp

Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model

American Journal of Neuroradiology Apr 2021, 42 (4) 655-662; DOI: 10.3174/ajnr.A6982

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Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model

L. Pennig, R. Shahzad, L. Caldeira, S. Lennartz, F. Thiele, L. Goertz, D. Zopfs, A.-K. Meißner, G. Fürtjes, M. Perkuhn, C. Kabbasch, S. Grau, J. Borggrefe, K.R. Laukamp

American Journal of Neuroradiology Apr 2021, 42 (4) 655-662; DOI: 10.3174/ajnr.A6982

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