COVID-19
I want to collect the relevant material to orient our efforts for tackling the COVID-19 crisis into a direction where we can contribute, and similar projects are not focusing on it.
Related works:
Please enter a summary (one to two sentences) of any idea you know about regarding COVID-19 to collect the list of projects in progress:
Relevant links:
Please refer to any interesting piece of information:
CLAIRE Taskforce on COVID19: http://covid19.claire-ai.org/
Coronavirus research and innovation: https://ec.europa.eu/info/research-and-innovation/research-area/health-research-and-innovation/coronavirus-research-and-innovation_en
Available datasets:
List of the publically or privately available dataset:
COVID-19 Chest X-ray Dataset: https://github.com/ieee8023/covid-chestxray-dataset
COVID-CT-Dataset: https://github.com/UCSD-AI4H/COVID-CT
Name | Task | Source | Patients | Format | Type | Size | Country | Link(s) |
---|---|---|---|---|---|---|---|---|
CT machine learning dataset | Classification | multiple | >20 | NIftI | 3D | Various | Global | https://github.com/ieee8023/covid-chestxray-dataset |
Lung infection segmentation dataset | Both | multiple | >20 | NIftI | 3D | Various | Global | https://zenodo.org/record/3757476#.Xpz8OcgzZPY |
SARS-COV-2 Ct-Scan Dataset | Classification | single | 120 | png | Slice | Various | Brazil | https://www.kaggle.com/plameneduardo/sarscov2-ctscan-dataset |
SARS-COV-2 Ct-Scan Dataset2 | Classification | single | 210 | png | Slice | Various | Brazil | https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/SZDUQX |
UCSD COVID-CT database | Classification | multiple | >216 | png/jpg | Slice | Various | China | https://github.com/UCSD-AI4H/COVID-CT |
MosMed COVID-19 Chest CT database | Both | multiple | 1110 | NIftI | 3D | (512,512) | Russia | https://mosmed.ai/datasets/covid19_1110 |
COVID-19 CT segmentation dataset | Segmentation | single | >40 | NIftI | Slice | (512,512) | Italy | http://medicalsegmentation.com/covid19/ |
Challenges and competitions:
https://covid-ct.grand-challenge.org/CT-diagnosis-of-COVID-19/
Relevant literature:
List of the published research works:
chav: A overview of the state of the art on AI-based techniques for Covid-19 X-ray and CT imaging: https://arxiv.org/pdf/2004.02731.pdf
COVID-CT-Dataset: A CT Scan Dataset about COVID-19: https://arxiv.org/pdf/2003.13865v1.pdf
Unveiling COVID-19 from Chest X-ray with deep learning: a hurdles race with small data: https://arxiv.org/abs/2004.05405
Open research challenges:
- Small data
- Validation without clinical trial
Ideas for future work:
A sentence about any potential idea for contributing to the COVID-19 crisis: