AIMC Topic: Breast Density

Clear Filters Showing 11 to 20 of 65 articles

Breast density prediction from low and standard dose mammograms using deep learning: effect of image resolution and model training approach on prediction quality.

Biomedical physics & engineering express May 15, 2024
. To improve breast cancer risk prediction for young women, we have developed deep learning methods to estimate mammographic density from low dose mammograms taken at approximately 1/10th of the usual dose. We investigate the quality and reliability ...
Breast Density Reproducibility of Results Breast Neoplasms Deep Learning Image Processing, Computer-Assisted Mammography Radiographic Image Interpretation, Computer-Assisted Breast Radiation Dosage Humans Algorithms Female
View on PubMed DOI

Deep learning combining mammography and ultrasound images to predict the malignancy of BI-RADS US 4A lesions in women with dense breasts: a diagnostic study.

International journal of surgery (London, England) May 1, 2024
OBJECTIVES: The authors aimed to assess the performance of a deep learning (DL) model, based on a combination of ultrasound (US) and mammography (MG) images, for predicting malignancy in breast lesions categorized as Breast Imaging Reporting and Data...
Aged Adult Sensitivity and Specificity Breast Neoplasms Humans Prospective Studies Female Middle Aged Predictive Value of Tests Deep Learning Ultrasonography, Mammary ROC Curve Breast Mammography Breast Density
View on PubMed DOI

The impact of AI implementation in mammographic screening: redefining dense breast screening practices.

European radiology Apr 25, 2024
Mammography Breast Density Humans Artificial Intelligence Female Breast Neoplasms Mass Screening Early Detection of Cancer
View on PubMed DOI

Screening mammography performance according to breast density: a comparison between radiologists versus standalone intelligence detection.

Breast cancer research : BCR Apr 22, 2024
BACKGROUND: Artificial intelligence (AI) algorithms for the independent assessment of screening mammograms have not been well established in a large screening cohort of Asian women. We compared the performance of screening digital mammography conside...
Artificial Intelligence Algorithms Retrospective Studies Republic of Korea Humans Middle Aged ROC Curve Mass Screening Early Detection of Cancer Female Adult Sensitivity and Specificity Breast Neoplasms Breast Density Mammography Radiologists Breast
View on PubMed DOI

AI performance by mammographic density in a retrospective cohort study of 99,489 participants in BreastScreen Norway.

European radiology Mar 25, 2024
OBJECTIVE: To explore the ability of artificial intelligence (AI) to classify breast cancer by mammographic density in an organized screening program.
Aged Norway Adult Breast Density Breast Neoplasms Humans Middle Aged Artificial Intelligence Mass Screening Retrospective Studies Early Detection of Cancer Female Mammography Breast
View on PubMed DOI

A publicly available deep learning model and dataset for segmentation of breast, fibroglandular tissue, and vessels in breast MRI.

Scientific reports Mar 5, 2024
Breast density, or the amount of fibroglandular tissue (FGT) relative to the overall breast volume, increases the risk of developing breast cancer. Although previous studies have utilized deep learning to assess breast density, the limited public ava...
Radiography Breast Density Female Breast Neoplasms Deep Learning Magnetic Resonance Imaging Humans
View on PubMed DOI

Artificial Intelligence for Breast Cancer Detection on Mammography: Factors Related to Cancer Detection.

Academic radiology Jan 11, 2024
RATIONALE AND OBJECTIVES: Little is known about the factors affecting the Artificial Intelligence (AI) software performance on mammography for breast cancer detection. This study was to identify factors associated with abnormality scores assigned by ...
Humans Artificial Intelligence Software Retrospective Studies Female Aged Adult Breast Neoplasms Middle Aged Mammography Radiographic Image Interpretation, Computer-Assisted Breast Density
View on PubMed DOI

Automated Breast Density Assessment in MRI Using Deep Learning and Radiomics: Strategies for Reducing Inter-Observer Variability.

Journal of magnetic resonance imaging : JMRI Oct 17, 2023
BACKGROUND: Accurate breast density evaluation allows for more precise risk estimation but suffers from high inter-observer variability.
ROC Curve Image Processing, Computer-Assisted Magnetic Resonance Imaging Breast Humans Radiomics Retrospective Studies Middle Aged Female Deep Learning Feasibility Studies Reproducibility of Results Image Interpretation, Computer-Assisted Aged Observer Variation Adult Breast Density Breast Neoplasms
View on PubMed DOI

Editorial for "Automated Breast Density Assessment in MRI Using Deep Learning and Radiomics: Strategies for Reducing Inter-Observer Variability".

Journal of magnetic resonance imaging : JMRI Oct 11, 2023
Magnetic Resonance Imaging Breast Observer Variation Breast Density Radiomics Deep Learning Image Processing, Computer-Assisted Humans Female Reproducibility of Results Breast Neoplasms
View on PubMed DOI

Deep learning for detection of iso-dense, obscure masses in mammographically dense breasts.

European radiology May 20, 2023
OBJECTIVES: To analyze the performance of deep learning in isodense/obscure masses in dense breasts. To build and validate a deep learning (DL) model using core radiology principles and analyze its performance in isodense/obscure masses. To show perf...
Breast Density Breast Neoplasms Humans Deep Learning Retrospective Studies Early Detection of Cancer Female Mammography
View on PubMed DOI
Popular Topics
Recent Journals