High-resolution breast cancer screening with multi-view deep convolutional neural networks
… to use a multi-view deep convolutional neural network that handles a set of high-resolution …
We evaluate it on largescale mammography-based breast cancer screening (BI-RADS …
We evaluate it on largescale mammography-based breast cancer screening (BI-RADS …
SCREENet: A multi-view deep convolutional neural network for classification of high-resolution synthetic mammographic screening scans
S Seyyedi, MJ Wong, DM Ikeda… - arXiv preprint arXiv …, 2020 - arxiv.org
… Our study is motivated by recent success of using DBT in breast cancer screening and successful
… a multi-view CNN (MV-CNN) as a classification model by using 82,943 high resolution …
… a multi-view CNN (MV-CNN) as a classification model by using 82,943 high resolution …
A fuzzy based high-resolution multi-view deep CNN for breast cancer diagnosis through SVM classifier on visual analysis
S Sengan, V Priya, A Syed Musthafa… - Journal of Intelligent …, 2020 - content.iospress.com
… breast cancer screening, we investigated the study and understanding of the fundamental
properties of deep convolutional networks. … purpose of deep convolutional neural networks for …
properties of deep convolutional networks. … purpose of deep convolutional neural networks for …
[PDF][PDF] Hypercomplex neural architectures for multi-view breast cancer classification
… comprised of multiple convolutional neural networks (CNN) paths … variety of recent deep
learning works for breast cancer analysis, … detail characteristic of highresolution mammograms is …
learning works for breast cancer analysis, … detail characteristic of highresolution mammograms is …
Breast mass classification via deeply integrating the contextual information from multi-view data
… from multi-view images that is crucial for breast cancer … a multi-view deep CNN that handles
a set of high-resolution … using fully convolutional neural network and deeply supervised nets (…
a set of high-resolution … using fully convolutional neural network and deeply supervised nets (…
Neural network model based on global and local features for multi-view mammogram classification
L Xia, J An, C Ma, H Hou, Y Hou, L Cui, X Jiang, W Li… - Neurocomputing, 2023 - Elsevier
… As an effective breast cancer screening approach, … [17] used a depth-wise V-net 64
convolutional neural network to … Although mammogram has high resolution, the lesion regions …
convolutional neural network to … Although mammogram has high resolution, the lesion regions …
Independent evaluation of a multi-view multi-task convolutional neural network breast cancer classification model using Finnish mammography screening data
A Isosalo, SI Inkinen, T Turunen, PS Ipatti… - Computers in Biology …, 2023 - Elsevier
… The architecture is designed to manage high-resolution input without the need for down-scaling
of the input mammograms [16]. For each of the views there is a dedicated 22-layer …
of the input mammograms [16]. For each of the views there is a dedicated 22-layer …
Improving the ability of deep neural networks to use information from multiple views in breast cancer screening
… deeper into understanding and improving using both views in deep learning for breast cancer
screening. … An interpretable classifier for high-resolution breast cancer screening images …
screening. … An interpretable classifier for high-resolution breast cancer screening images …
Transformers improve breast cancer diagnosis from unregistered multi-view mammograms
… Recently, applying deep learning models to develop multi-view CAD schemes of … multi-view
mammogram analysis by finetuning ImageNet-pretrained convolutional neural networks (…
mammogram analysis by finetuning ImageNet-pretrained convolutional neural networks (…
Breast cancer classification in automated breast ultrasound using multiview convolutional neural network with transfer learning
Y Wang, EJ Choi, Y Choi, H Zhang, GY Jin… - Ultrasound in medicine & …, 2020 - Elsevier
… in breast cancer classification in automated breast ultrasound … a convolutional neural network
(CNN) that classifies breast … aid of the multi-view convolutional neural network (CNN) A. *…
(CNN) that classifies breast … aid of the multi-view convolutional neural network (CNN) A. *…