External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification

Mattea L. Welch; Chris McIntosh; Alberto Traverso; Leonard Wee; Tom G. Purdie; Andre Dekker; Benjamin Haibe-Kains; David A. Jaffray

doi:10.1088/1361-6560/ab63ba

External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification

Mattea L. Welch^*, Chris McIntosh, Alberto Traverso, Leonard Wee, Tom G. Purdie, Andre Dekker, Benjamin Haibe-Kains, David A. Jaffray

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Article number	035017
Number of pages	11
Journal	Physics in Medicine and Biology
Volume	65
Issue number	3
DOIs	https://doi.org/10.1088/1361-6560/ab63ba
Publication status	Published - Feb 2020

Keywords

computed tomography
dental artifacts
quality assurance
deep learning
external validation
RADIATION-THERAPY
HEAD
SEGMENTATION
CANCER
RADIOTHERAPY
REDUCTION

Access to Document

10.1088/1361-6560/ab63ba

Cite this

Welch, M. L., McIntosh, C., Traverso, A., Wee, L., Purdie, T. G., Dekker, A., Haibe-Kains, B., & Jaffray, D. A. (2020). External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification. Physics in Medicine and Biology, 65(3), [035017]. https://doi.org/10.1088/1361-6560/ab63ba

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title = "External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification",

keywords = "computed tomography, dental artifacts, quality assurance, deep learning, external validation, RADIATION-THERAPY, HEAD, SEGMENTATION, CANCER, RADIOTHERAPY, REDUCTION",

author = "Welch, {Mattea L.} and Chris McIntosh and Alberto Traverso and Leonard Wee and Purdie, {Tom G.} and Andre Dekker and Benjamin Haibe-Kains and Jaffray, {David A.}",

year = "2020",

month = feb,

doi = "10.1088/1361-6560/ab63ba",

language = "English",

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journal = "Physics in Medicine and Biology",

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External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification. / Welch, Mattea L.; McIntosh, Chris; Traverso, Alberto ; Wee, Leonard; Purdie, Tom G.; Dekker, Andre; Haibe-Kains, Benjamin; Jaffray, David A.

In: Physics in Medicine and Biology, Vol. 65, No. 3, 035017, 02.2020.

Research output: Contribution to journal › Article › Academic › peer-review

TY - JOUR

T1 - External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification

AU - Welch, Mattea L.

AU - McIntosh, Chris

AU - Traverso, Alberto

AU - Wee, Leonard

AU - Purdie, Tom G.

AU - Dekker, Andre

AU - Haibe-Kains, Benjamin

AU - Jaffray, David A.

PY - 2020/2

Y1 - 2020/2

KW - computed tomography

KW - dental artifacts

KW - quality assurance

KW - deep learning

KW - external validation

KW - RADIATION-THERAPY

KW - HEAD

KW - SEGMENTATION

KW - CANCER

KW - RADIOTHERAPY

KW - REDUCTION

U2 - 10.1088/1361-6560/ab63ba

DO - 10.1088/1361-6560/ab63ba

M3 - Article

VL - 65

JO - Physics in Medicine and Biology

JF - Physics in Medicine and Biology

SN - 0031-9155

IS - 3

M1 - 035017

ER -