Classification of breast cancer in ultrasound imaging using a generic deep learning analysis software: a pilot study

Becker Anton S.; Mueller Michael; Stofel Elina; Marcon Magda; Ghafoor Soleen; Boss Andreas

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Classification of breast cancer in ultrasound imaging using a generic deep learning analysis software: a pilot study

机译：使用通用深层学习分析软件对超声成像中乳腺癌的分类：试验研究

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摘要

Objective: To train a generic deep learning software (DLS) to classify breast cancer on ultrasound images and to compare its performance to human readers with variable breast imaging experience.

机译：目的：培训通用深层学习软件（DLS）在超声图像上对乳腺癌进行分类，并将其性能与可变乳房成像体验的人类读者进行比较。

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来源
《British Journal of Radiology》 |2018年第1083期|共8页
作者
Becker Anton S.; Mueller Michael; Stofel Elina; Marcon Magda; Ghafoor Soleen; Boss Andreas;
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作者单位

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

Univ Hosp Zurich Inst Diagnost &

Intervent Radiol Zurich Switzerland;

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原文格式 PDF
正文语种 eng
中图分类放射医学;
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4. Classification of breast cancer in ultrasound imaging using a generic deep learning analysis software: a pilot study [J] . Becker Anton S., Mueller Michael, Stofel Elina, British Journal of Radiology . 2018,第1083期

机译：使用通用深层学习分析软件对超声成像中乳腺癌的分类：试验研究
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7. Deep classification of breast cancer in ultrasound images: more classes, better results with multi-task learning [C] . Bahareh Behboodi, Hamze Rasaee, Ali K. Z. Tehrani, Conference on Medical Imaging: Ultrasonic Imaging and Tomography . 2021

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8. Ultrasound Shear Strain Imaging for Breast Cancer Classification. [D] . Xu, Haiyan. 2013

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9. Classification of breast cancer in ultrasound imaging using a generic deep learning analysis software: a pilot study [O] . Anton S Becker, Michael Mueller, Elina Stoffel, 2018

机译：使用通用深度学习分析软件对超声成像中的乳腺癌进行分类：一项初步研究
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11. Ultrasound Imaging of Breast Cancer [R] . Erhardt, P. W. 2008

机译：乳腺癌的超声成像

Classification of breast cancer in ultrasound imaging using a generic deep learning analysis software: a pilot study

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