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Projects in Awesome Lists tagged with lungs
A curated list of projects in awesome lists tagged with lungs .
https://github.com/zabir-nabil/fibro-cosanet
Idiopathic pulmonary fibrosis (IPF) is a restrictive interstitial lung disease that causes lung function decline by lung tissue scarring. Although lung function decline is assessed by the forced vital capacity (FVC), determining the accurate progression of IPF remains a challenge. To address this challenge, we proposed Fibro-CoSANet, a novel end-to-end multi-modal learning-based approach, to predict the FVC decline. Fibro-CoSANet utilized CT images and demographic information in convolutional neural network frameworks with a stacked attention layer. Extensive experiments on the OSIC Pulmonary Fibrosis Progression Dataset demonstrated the superiority of our proposed Fibro-CoSANet by achieving the new state-of-the-art modified Laplace Log-Likelihood score of -6.68. This network may benefit research areas concerned with designing networks to improve the prognostic accuracy of IPF.
ct-scans deep-learning efficient-networks efficientnet fvc lung-disease lungs lungs-ct-scan mri pulmonary pytorch
Last synced: 02 Dec 2024
https://github.com/pegah-ardehkhani/pneumonia-diagnosis-in-chest-x-ray-images
Detect Pneumonia Using Deep Learning Models (CNN and InceptionV3)
cnn data-science deep-learning deep-learning-algorithms deep-learning-healthcare deep-neural-networks healthcare image-classification image-processing lungs machine-learning machine-learning-algorithms pneumonia pneumonia-classification pneumonia-detection pneumonia-diagnosis pneumoniac-xray tensorflow transfer-learning x-ray-images
Last synced: 10 Nov 2024
