lungs-ct-scan

There are 0 repository under lungs-ct-scan topic.

• Fibro-CoSANet

  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.

  deep-learningpytorchlungspulmonarylungs-ct-scanct-scansmrifvclung-diseaseefficientnetefficient-networks
  Language:Python 13

• lostmartian / CovidRecognizer

  Image segmentation and classification for Covid19 lung CT-scans using UNET implemented in Tensorflow and Keras.

  convolutional-neural-networkscoronaviruscovid-19deep-learninglung-segmentationlungs-ct-scanmachine-learningmedical-imagingsegmentationunet-segmentation
  Language:Jupyter Notebook 8

• dinhtrivonguyen / COVID-19-lungs-CT-Segmentation

  This is a project of the Google Developer Student Club of FPT University Da Nang, built by members, and entered the TOP 10 finalists at the FPT Edu Hackathon 2021 in Hanoi, Vietnam.

  deep-learningcovid-19lungs-ct-scanlung-segmentation
  Language:Jupyter Notebook 3

• Giampiero-Porfiri / Lungs-Vessels-Segmentation

  The repository contains the MATLAB script. The .csv file in the Results folder is used as ground truth for the study of the proposed algorithm.

  biomedical-image-processingblood-vessel-segmentationimage-processinglungs-ct-scan
  Language:MATLAB 0

• NyanCyanide / Lung-Segmentation

  Segmentation of lungs using 3D CT scan of the patient using 2D U-net procedure

  3dcnnlungs-ct-scanlungs-segmentationmachine-learningsegmentation-modelstensorflowu-net
  Language:Jupyter Notebook 0