Ms. Menghao Zhang Profile

Menghao Zhang

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Publications (6)

SPIE Journal Paper | 26 August 2023 Open Access

Two-stage classification strategy for breast cancer diagnosis using ultrasound-guided diffuse optical tomography and deep learning

Menghao Zhang, Shuying Li, Minghao Xue, Quing Zhu

JBO, Vol. 28, Issue 08, 086002, (August 2023) https://doi.org/10.1117/12.10.1117/1.JBO.28.8.086002

KEYWORDS: Histograms, Tumor growth modeling, Image classification, Breast cancer, Feature extraction, Breast, Data modeling, Image restoration, Deep learning, Education and training

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Proceedings Article | 7 March 2023 Presentation

An automated clinical study pipeline for diffuse optical tomography of breast cancer

Minghao Xue, Menghao Zhang, Shuying Li, Yun Zou, Quing Zhu

Proceedings Volume PC12376, PC123760I (2023) https://doi.org/10.1117/12.2651358

KEYWORDS: Diffuse optical tomography, Breast cancer, Image classification, Feature extraction, Data processing, Ultrasonography, Neural networks, Image restoration, Image quality, Functional imaging

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Proceedings Article | 7 March 2023 Presentation

Classification of breast lesions with deep learning combining diffuse optical tomography frequency-domain data and coregistered ultrasound images

Menghao Zhang, Shuying Li, Minghao Xue, Quing Zhu

Proceedings Volume PC12376, PC1237609 (2023) https://doi.org/10.1117/12.2650179

KEYWORDS: Breast, Ultrasonography, Diffuse optical tomography, Image classification, Image restoration, Neural networks, Diagnostics, Data modeling, Tumor growth modeling, Statistical analysis

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SPIE Journal Paper | 25 August 2022 Open Access

Difference imaging from single measurements in diffuse optical tomography: a deep learning approach

Shuying Li, Menghao Zhang, Minghao Xue, Quing Zhu

JBO, Vol. 27, Issue 08, 086003, (August 2022) https://doi.org/10.1117/12.10.1117/1.JBO.27.8.086003

KEYWORDS: Chest, Data modeling, Diffuse optical tomography, Optical testing, Diffuse optical imaging, Monte Carlo methods, Breast, Data acquisition, Tissues, Target acquisition

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SPIE Journal Paper | 20 October 2021 Open Access

Deep learning-based method to accurately estimate breast tissue optical properties in the presence of the chest wall

Menghao Zhang, Shuying Li, Yun Zou, Quing Zhu

JBO, Vol. 26, Issue 10, 106004, (October 2021) https://doi.org/10.1117/12.10.1117/1.JBO.26.10.106004

KEYWORDS: Breast, Chest, Tissue optics, Optical properties, Data modeling, Tissues, Neural networks, Absorption, Scattering, Optical testing

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Proceedings Article | 5 March 2021 Presentation + Paper

Edge artifact removal in diffuse optical tomography using the heterogeneous VICTRE digital breast model

Shuying Li, Menghao Zhang, K. M. Shihab Uddin, Quing Zhu

Proceedings Volume 11639, 1163905 (2021) https://doi.org/10.1117/12.2576797

KEYWORDS: Breast, Tissues, Diffuse optical tomography, Reconstruction algorithms, Ultrasonography, Tissue optics, Skin, Optical properties, Monte Carlo methods

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