JOURNAL ARTICLE

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

Menghao ZhangShuying LiMinghao XueQuing Zhu

Year: 2023 Journal:   Journal of Biomedical Optics Vol: 28 (08)Pages: 086002-086002   Publisher: SPIE

Abstract

The proposed two-stage classification strategy achieves better classification accuracy than single-modality-only models and a single-stage classification model that combines all features. It can potentially distinguish breast cancers from benign lesions in near real-time.

Keywords:
Stage (stratigraphy) Artificial intelligence Computer science Medical diagnosis Modality (human–computer interaction) Diffuse optical imaging Histogram Breast imaging Breast cancer Pattern recognition (psychology) Radiology Contextual image classification Medicine Mammography Cancer Iterative reconstruction Image (mathematics)

Metrics

14
Cited By
2.22
FWCI (Field Weighted Citation Impact)
62
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Photoacoustic and Ultrasonic Imaging
Physical Sciences →  Engineering →  Biomedical Engineering
Optical Imaging and Spectroscopy Techniques
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging
Ultrasound Imaging and Elastography
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging

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