Radiomics in breast cancer classification and prediction

A Conti, A Duggento, I Indovina, M Guerrisi… - Seminars in cancer …, 2021 - Elsevier
Breast Cancer (BC) is the common form of cancer in women. Its diagnosis and screening are
usually performed through different imaging modalities such as mammography, magnetic …

[HTML][HTML] Radiomics in breast imaging from techniques to clinical applications: a review

SH Lee, H Park, ES Ko - Korean journal of radiology, 2020 - ncbi.nlm.nih.gov
Recent advances in computer technology have generated a new area of research known as
radiomics. Radiomics is defined as the high throughput extraction and analysis of …

[HTML][HTML] MRI-based radiomics in breast cancer: feature robustness with respect to inter-observer segmentation variability

RWY Granzier, NMH Verbakel, A Ibrahim… - scientific reports, 2020 - nature.com
Radiomics is an emerging field using the extraction of quantitative features from medical
images for tissue characterization. While MRI-based radiomics is still at an early stage, it …

Axillary lymph node metastasis status prediction of early-stage breast cancer using convolutional neural networks

YW Lee, CS Huang, CC Shih, RF Chang - Computers in Biology and …, 2021 - Elsevier
Deep learning (DL) algorithms have been proven to be very effective in a wide range of
computer vision applications, such as segmentation, classification, and detection. DL …

[HTML][HTML] Recent radiomics advancements in breast cancer: lessons and pitfalls for the next future

F Pesapane, A Rotili, GM Agazzi, F Botta, S Raimondi… - Current …, 2021 - mdpi.com
Radiomics is an emerging translational field of medicine based on the extraction of high-
dimensional data from radiological images, with the purpose to reach reliable models to be …

The application of radiomics in breast MRI: a review

DM Ye, HT Wang, T Yu - Technology in Cancer Research & …, 2020 - journals.sagepub.com
Breast cancer has been a worldwide burden of women's health. Although concerns have
been raised for early diagnosis and timely treatment, the efforts are still needed for precision …

Radiomics and artificial intelligence in breast imaging: a survey

T Zhang, T Tan, R Samperna, Z Li, Y Gao… - Artificial Intelligence …, 2023 - Springer
Medical imaging techniques, such as mammography, ultrasound and magnetic resonance
imaging, plays an integral role in the detection and characterization of breast cancer …

Radiomics MRI for lymph node status prediction in breast cancer patients: the state of art

A Calabrese, D Santucci, R Landi… - Journal of Cancer …, 2021 - Springer
Objectives To create a review of the existing literature on the radiomic approach in
predicting the lymph node status of the axilla in breast cancer (BC). Materials and methods …

[HTML][HTML] Radiomics as a new frontier of imaging for cancer prognosis: a narrative review

A Reginelli, V Nardone, G Giacobbe, MP Belfiore… - Diagnostics, 2021 - mdpi.com
The evaluation of the efficacy of different therapies is of paramount importance for the
patients and the clinicians in oncology, and it is usually possible by performing imaging …

Preoperative prediction of axillary lymph node metastasis in breast cancer using CNN based on multiparametric MRI

Z Wang, H Sun, J Li, J Chen, F Meng… - Journal of Magnetic …, 2022 - Wiley Online Library
Background Multiparametric magnetic resonance imaging (MRI) is widely used in breast
cancer screening. Accurate prediction of the axillary lymph nodes metastasis (ALNM) is …