Addressing architectural distortion in mammogram using AlexNet and support vector machine
Sign Up to like & getrecommendations! Published in 2021 at "Informatics in Medicine Unlocked"
DOI: 10.1016/j.imu.2021.100551
Abstract: Abstract Objective To address the architectural distortion (AD) which is an irregularity in the parenchymal pattern of breast. The nature of AD is extremely complex; still, the study is very much essential because AD is… read more here.
Keywords: vector machine; architectural distortion; support vector;
Assessing the Positive Predictive Value of Architectural Distortion Detected with Digital Breast Tomosynthesis in BI-RADS 4 Cases
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Biogeography"
DOI: 10.1093/jbi/wbaa078
Abstract: The purpose of this study was to evaluate the positive predictive value of biopsy (PPV3) of architectural distortion (AD) detected on digital breast tomosynthesis (DBT) in BI-RADS 4 cases, where suspicion for malignancy remains broad.… read more here.
Keywords: architectural distortion; positive predictive; tomosynthesis; dbt ... See more keywords
A Feature Fusion Attention-based Deep Learning Algorithm for Mammographic Architectural Distortion Classification.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE journal of biomedical and health informatics"
DOI: 10.1109/jbhi.2025.3547263
Abstract: Architectural Distortion (AD) is a common abnormality in digital mammograms, alongside masses and microcalcifications. Detecting AD in dense breast tissue is particularly challenging due to its heterogeneous asymmetries and subtle presentation. Factors such as location,… read more here.
Keywords: deep learning; architectural distortion; attention; feature fusion ... See more keywords
Evaluation of the Combination of Artificial Intelligence and Radiologist Assessments to Interpret Malignant Architectural Distortion on Mammography
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Oncology"
DOI: 10.3389/fonc.2022.880150
Abstract: Purpose To compare the mammographic malignant architectural distortion (AD) detection performance of radiologists who read mammographic examinations unaided versus those who read these examinations with the support of artificial intelligence (AI) systems. Material and Methods… read more here.
Keywords: reader first; architectural distortion; reader; artificial intelligence ... See more keywords
Identification and diagnosis of mammographic malignant architectural distortion using a deep learning based mask regional convolutional neural network
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Oncology"
DOI: 10.3389/fonc.2023.1119743
Abstract: Background Architectural distortion (AD) is a common imaging manifestation of breast cancer, but is also seen in benign lesions. This study aimed to construct deep learning models using mask regional convolutional neural network (Mask-RCNN) for… read more here.
Keywords: diagnosis; architectural distortion; identification; deep learning ... See more keywords
A New Method for Detecting Architectural Distortion in Mammograms by NonSubsampled Contourlet Transform and Improved PCNN
Sign Up to like & getrecommendations! Published in 2019 at "Applied Sciences"
DOI: 10.3390/app9224916
Abstract: Breast cancer is the leading cause of cancer death in women, and early detection can reduce mortality. Architectural distortion (AD) is a feature of clinical manifestations for breast cancer, however, due to its complex structure… read more here.
Keywords: detection; method; breast cancer; new method ... See more keywords