CT-Scan for Covid Classification using Machine Learning

Tags:

• covid
• machine learning

CT-Scan for Covid-19 Classification using Machine Learning

Dataset

• UCSD-AI4H/COVID-CT
  • Paper
• ieee8023/covid-chestxray-dataset
• Kaggle
• Dataset: CT Scan for Covid Classification
• NCOV China
• haydengunraj/COVIDNet-CT: COVID-Net Open Source Initiative - Models and Data for COVID-19 Detection in Chest CT
  • DAtaset : three categories (Covid, Control, Pneunomia)
• COVID-19 CT Lung and Infection Segmentation Dataset | Zenodo
• Artificial intelligence for the detection of COVID-19 pneumonia on chest CT using multinational datasets | Nature Communications
  • Clara Deploy AI COVID-19 Classification | NVIDIA NGC: two categories (Covid, Normal)
• LIDC-IDRI - The Cancer Imaging Archive (TCIA) Public Access - Cancer Imaging Archive Wiki

Notes

• Kaggle
• Adrian Rosenbrerck GitHub Repo, work in progress
• PaperswithCode

Github

• AlexTS1980/COVID-CT-Mask-Net : Segmentation and Classification, category (COVID, pneumonia, normal), Mask R-CNN.
  • Presentation
  • Lightweight Model For The Prediction of COVID-19 Through The Detection And Segmentation of Lesions in Chest CT Scans
  • Detection and Segmentation of Lesion Areas in Chest CT Scans For The Prediction of COVID-19
  • COVID-CT-Mask-Net: Prediction of COVID-19 From CT Scans Using Regional Features
• bkong999/COVNet
  • Artificial Intelligence Distinguishes COVID-19 from Community Acquired Pneumonia on Chest CT
  • Using Artificial Intelligence to Detect COVID-19 and Community-acquired Pneumonia Based on Pulmonary CT: Evaluation of the Diagnostic Accuracy
• JordanMicahBennett/SMART-CT-SCAN_BASED-COVID19_VIRUS_DETECTOR, historical project related CT scan usage for Covid Classification
• Covid-Net, complete covid-net project (Covid-Net, CovidNet-S, CovidNet-CT, COVIDNet-CXR)
  • COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images
  • COVIDNet-S: Towards computer-aided severity assessment via training and validation of deep neural networks for geographic extent and opacity extent scoring of chest X-rays for SARS-CoV-2 lung disease severity
  • COVIDNet-CT: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest CT Images, GitHub Repo haydengunraj/COVIDNet-CT : COVIDNet-CT
  • zeeshannisar/COVID-19 : CovidNet with different architecture pretrained
  • iliasprc/COVIDNet : Pytorch Implementation of CovidNET
• Jeremykhon, complete list of project
• kaushikjadhav01/COVID-19-Detection-Flask-App-based-on-Chest-X-rays-and-CT-Scans
• JunMa11/COVID-19-CT-Seg-Benchmark CT Scan Segmentation
• rekalantar/covid19_detector
• aniruddh-1/COVID19_Pneumonia_detection
• rohilrg/COVID19-xray-classifier
• KiLJ4EdeN/DeepCOVID
• sydney0zq/covid-19-detection
• Paperswithcode
• paper/harmony-search-and-otsu-based-system-for

Paper

• A Deep Learning System to Screen Novel Coronavirus Disease 2019 Pneumonia
  • Deep learning system to screen coronavirus disease 2019 pneumonia - similar with above paper
• Imaging and clinical features of patients with 2019 novel coronavirus SARS-CoV-2, Xi Xu et al.
• Chest CT findings in patients with coronavirus disease 2019 (COVID-19): a comprehensive review, Jinkui Li et al.
• CT in coronavirus disease 2019 (COVID-19): a systematic review of chest CT findings in 4410 adult patients, Vineeta Ojha et al.
• iCTCF: an integrative resource of chest computed tomography images and clinical features of patients with COVID-19 pneumonia, Wanshan Ning et al. Project Site, Europe PMC Open Access Research Square
• Computed Tomography (CT) Imaging Features of Patients with COVID-19: Systematic Review and Meta-Analysis, Ephrem Awulachew et al. NCBI Open Access
• Open resource of clinical data from patients with pneumonia for the prediction of COVID-19 outcomes via deep learning, Wanshan Ning et al., Nature Open Access
• Fast automated detection of COVID-19 from medical images using convolutional neural networks, Shuang Liang et al. Research Square
• A Fully Automated Deep Learning-based Network For Detecting COVID-19 from a New And Large Lung CT Scan Dataset, Mohammad Rahimzadeh et al. Medrxiv Dataset Code
• Lightweight Model For The Prediction of COVID-19 Through The Detection And Segmentation of Lesions in Chest CT Scans
• Detection and Segmentation of Lesion Areas in Chest CT Scans For The Prediction of COVID-19
• COVID-CT-Mask-Net: Prediction of COVID-19 From CT Scans Using Regional Features
• COVID-CT-Dataset: A CT Scan Dataset about COVID-19 GitHub Repo
• Sample-Efficient Deep Learning for COVID-19 Diagnosis Based on CT Scans
• Benchmarking Deep Learning Models and Automated Model Design for COVID-19 Detection with Chest CT Scans GitHub
• A Novel and Reliable Deep Learning Web-Based Tool to Detect COVID-19 Infection from Chest CT-Scan, Arxiv GitHub
• Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks GitHub