Prediction of breast cancer molecular subtypes on DCE-MRI using convolutional neural network with transfer learning between two centers

European Radiology ◽

10.1007/s00330-020-07274-x ◽

2020 ◽

Cited By ~ 1

Author(s):

Yang Zhang ◽

Jeon-Hor Chen ◽

Yezhi Lin ◽

Siwa Chan ◽

Jiejie Zhou ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Molecular Subtypes ◽

Dce Mri

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Cross-domain and multi-task transfer learning of deep convolutional neural network for breast cancer diagnosis in digital breast tomosynthesis

Medical Imaging 2018: Computer-Aided Diagnosis ◽

10.1117/12.2293412 ◽

2018 ◽

Cited By ~ 5

Author(s):

Ravi K. Samala ◽

Heang-Ping Chan ◽

Lubomir M. Hadjiiski ◽

Mark A. Helvie ◽

Caleb Richter ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Cancer Diagnosis ◽

Digital Breast Tomosynthesis ◽

Breast Cancer Diagnosis ◽

Breast Tomosynthesis ◽

Cross Domain ◽

Task Transfer

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Deep learning with convolutional neural network in the assessment of breast cancer molecular subtypes based on US images: a multicenter retrospective study

European Radiology ◽

10.1007/s00330-020-07544-8 ◽

2020 ◽

Author(s):

Meng Jiang ◽

Di Zhang ◽

Shi-Chu Tang ◽

Xiao-Mao Luo ◽

Zhi-Rui Chuan ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Deep Learning ◽

Retrospective Study ◽

Convolutional Neural Network ◽

Molecular Subtypes

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Generalization error analysis for deep convolutional neural network with transfer learning in breast cancer diagnosis

Physics in Medicine and Biology ◽

10.1088/1361-6560/ab82e8 ◽

2020 ◽

Vol 65 (10) ◽

pp. 105002 ◽

Cited By ~ 3

Author(s):

Ravi K Samala ◽

Heang-Ping Chan ◽

Lubomir M Hadjiiski ◽

Mark A Helvie ◽

Caleb D Richter

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Error Analysis ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Cancer Diagnosis ◽

Breast Cancer Diagnosis ◽

Deep Convolutional Neural Network ◽

Generalization Error

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Decoding the Molecular Subtypes of Breast Cancer Seen on Multimodal Ultrasound Images Using an Assembled Convolutional Neural Network Model: A Prospective and Multicenter Study

SSRN Electronic Journal ◽

10.2139/ssrn.3892133 ◽

2021 ◽

Author(s):

Boyang Zhou ◽

Lifan Wang ◽

Tingfan Wu ◽

Tiantain Ren ◽

Chuan Peng ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Network Model ◽

Neural Network Model ◽

Multicenter Study ◽

Molecular Subtypes ◽

Ultrasound Images

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Multi-task transfer learning deep convolutional neural network: application to computer-aided diagnosis of breast cancer on mammograms

Physics in Medicine and Biology ◽

10.1088/1361-6560/aa93d4 ◽

2017 ◽

Vol 62 (23) ◽

pp. 8894-8908 ◽

Cited By ~ 65

Author(s):

Ravi K Samala ◽

Heang-Ping Chan ◽

Lubomir M Hadjiiski ◽

Mark A Helvie ◽

Kenny H Cha ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Computer Aided Diagnosis ◽

Deep Convolutional Neural Network ◽

Computer Aided ◽

Task Transfer ◽

Network Application ◽

Aided Diagnosis

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Breast Cancer Classification in Automated Breast Ultrasound Using Multiview Convolutional Neural Network with Transfer Learning

Ultrasound in Medicine & Biology ◽

10.1016/j.ultrasmedbio.2020.01.001 ◽

2020 ◽

Vol 46 (5) ◽

pp. 1119-1132 ◽

Cited By ~ 7

Author(s):

Yi Wang ◽

Eun Jung Choi ◽

Younhee Choi ◽

Hao Zhang ◽

Gong Yong Jin ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Breast Ultrasound ◽

Cancer Classification ◽

Breast Cancer Classification ◽

Automated Breast Ultrasound

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Decoding the molecular subtypes of breast cancer seen on multimodal ultrasound images using an assembled convolutional neural network model: A prospective and multicentre study

EBioMedicine ◽

10.1016/j.ebiom.2021.103684 ◽

2021 ◽

Vol 74 ◽

pp. 103684

Author(s):

Bo-Yang Zhou ◽

Li-Fan Wang ◽

Hao-Hao Yin ◽

Ting-Fan Wu ◽

Tian-Tian Ren ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Multicentre Study ◽

Convolutional Neural Network ◽

Network Model ◽

Neural Network Model ◽

Molecular Subtypes ◽

Ultrasound Images

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Comparison of breast DCE-MRI contrast time points for predicting response to neoadjuvant chemotherapy using deep convolutional neural network features with transfer learning

10.1117/12.2255316 ◽

2017 ◽

Cited By ~ 4

Author(s):

Benjamin Q. Huynh ◽

Natasha Antropova ◽

Maryellen L. Giger

Keyword(s):

Neural Network ◽

Neoadjuvant Chemotherapy ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Deep Convolutional Neural Network ◽

Mri Contrast ◽

Dce Mri ◽

Time Points ◽

Response To Neoadjuvant Chemotherapy

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A transfer learning-based novel fusion convolutional neural network for breast cancer histology classification

Multimedia Tools and Applications ◽

10.1007/s11042-020-09977-1 ◽

2020 ◽

Author(s):

Xiangchun Yu ◽

Hechang Chen ◽

Miaomiao Liang ◽

Qing Xu ◽

Lifang He

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning

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Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing

Medical Imaging 2019: Computer-Aided Diagnosis ◽

10.1117/12.2508358 ◽

2019 ◽

Cited By ~ 1

Author(s):

Bas H. van der Velden ◽

Bob D. de Vos ◽

Hugo J. Kuijf ◽

Claudette E. Loo ◽

Ivana Išgum ◽

...

Keyword(s):

Breast Cancer ◽

Neural Network ◽

Convolutional Neural Network ◽

Response Monitoring ◽

Dce Mri ◽

Seed Points

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