https://techniumscience.com/index.php/socialsciences/article/view/332

You may try this:

https://github.com/ieee8023/covid-chestxray-dataset

Kindly follow this recent publication on RG

Finding COVID-19 from Chest X-rays using Deep Learning on a Small Dataset

https://www.researchgate.net/publication/340468779_Finding_COVID-19_from_Chest_X-rays_using_Deep_Learning_on_a_Small_Dataset

An attempt- Detection of COVID-19 presence from Chest X-ray scans using CNN & Class Activation Maps

https://towardsdatascience.com/detection-of-covid-19-presence-from-chest-x-ray-scans-using-cnn-class-activation-maps-c1ab0d7c294b

Chinaza Godswill Awuchi YEs, The paper you shared is ours. We need more data to further validate our approach.

David C. Rotzinger Thanks. We have already used that dataset for model training.

Abolfazl Attar Thanks. we are using the same approach. Preprint Finding COVID-19 from Chest X-rays using Deep Learning on a ...

when you say 11000 X-ray images do you mean of COVID?

we already have pneumonia and nornal xrays.

its the COVID x-rays that are still rare to find.

M+H hospitals will provide international scientific community with totally anonymized health data regarding patients being treated for the SARS-CoV-2 virus

https://www.hmhospitales.com/prensa/notas-de-prensa/comunicado-covid-data-save-lives?

Hi Kaoutar Ben Ahmed . You may be interested in the British Society of Thoracic Imaging - see their website and database of COVID-19 cases.

Website: https://www.bsti.org.uk/training-and-education/covid-19-bsti-imaging-database/

Radiology database: https://bit.ly/BSTICovid19_Teaching_Library

Thanks David Henshall haven't seen this one before. I will check it out.

thanks Gloria M. Díaz .

David Henshall , I looked at the data, I can visualize it in a viewer but I can't download it. it says access denied. do you happen to have access to this dataset? or can help me to get access?

https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning/

https://towardsdatascience.com/investigation-of-explainable-predictions-of-covid-19-infection-from-chest-x-rays-with-machine-cb370f46af1d

thanks Bita Jamshidi.

The best studies have been done in Iran.

Reza is on ResearchGate and is quite accessible.

Also in Brooklyn - I can send the article.

Jerry

Jerry Michael Jesseph Yes please can you share the paper.

the sources of the datasets we used are provided in the paper.

Preprint Finding COVID-19 from Chest X-rays using Deep Learning on a ...

Hi Kaoutar Ben Ahmed , I am currently working on same problem as a side-hustle. I found dataset for pneumonia here:

https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia

Also you can find 3/4D scans here:

https://wiki.cancerimagingarchive.net/display/Public/Collections

I have pretrained models and access to high performance compute cluster on cloud. Would gladly collaborate if you need to boost up

Roozbeh Bandpey the Kaggle pneumonia dataset is useless as its for kids. whereas COVID datasets mainly consits of adults. your neural network will only learn age not really predict disease presence. I suggest you use PADCHEST.

which COVID dataset are you using?

Link to download COVID19 Dataset https://github.com/ieee8023/covid-chestxray-dataset Link to download uninfected dataset https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia Inspired by MathWorks Blog: https://blogs.mathworks.com/deep-learning/2020/03/18/deep-learning-for-medical-imaging-covid-19-detection/

Abbas Miry Thanks. we already used that Covid-19 dataset.

Extensive and Augmented COVID-19 X-Ray and CT Chest Images Dataset

https://data.mendeley.com/datasets/8h65ywd2jr/2

This COVID-19 dataset consists of Non-COVID and COVID cases of both X-ray and CT images. The associated dataset is augmented with different augmentation techniques to generate about 17100 X-ray and CT images. The dataset contains two main folders, one for the X-ray images, which includes two separate sub-folders of 5500 Non-COVID images and 4044 COVID images. The other folder contains the CT images. It includes two separate sub-folders of 2628 Non-COVID images and 5427 COVID images.

Cite it in your research work:

El-Shafai, Walid; E. Abd El-Samie, Fathi (2020), “Extensive and Augmented COVID-19 X-Ray and CT Chest Images Dataset”, Mendeley Data, v2

For any questions, do not hesitate to contact me.

Regards

Walid El-Shafai

[email protected]

thanks Walid El-Shafai very helpful work.

Kaoutar Ben Ahmed Appreciating professor

Best Regards

This is a recent dataset from Spain. https://arxiv.org/pdf/2006.01174.pdf

i am interested plz guide and help

I have compiled a list of opensource datasets in my article. Preprint COVID-19 Open Source Data Sets: A Comprehensive Survey

Junaid Shuja thanks its an interesting work.

https://www.kaggle.com/nabeelsajid917/covid-19-x-ray-10000-images

https://github.com/agchung/Figure1-COVID-chestxray-dataset

https://arxiv.org/ftp/arxiv/papers/2003/2003.13145.pdf

COVID19 evaluation in MATLAB R2020b:

https://blogs.mathworks.com/deep-learning/2020/03/18/deep-learning-for-medical-imaging-covid-19-detection/

Data Augmented dataset:

https://data.mendeley.com/datasets/2fxz4px6d8/4

COVID19 Evaluation in Python-Keras:

https://www.youtube.com/watch?reload=9&v=nHQDDAAzIsI

Reference papers:

https://github.com/HzFu/COVID19_imaging_AI_paper_list

!!! QaTa-Cov19 dataset (the largest COVID-19 dataset in the World) is shared !!!

Either visit the project web-site, http://qatacov.live/, or get it from the Kaggle: https://www.kaggle.com/aysendegerli/qatacov19-dataset

Also watch: https://www.youtube.com/watch?v=KRuv86R887c

Thank you all for your suggestions. This is our new publication regarding this subject: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9430538 .

Dear Dr Kaur,

We will publish our data soon.

Best regards,

Dr. Perez-Diaz, M

I recommend you to check these two papers:

In the first one, you can have a general overview of the datasets

Preprint On the Composition and Limitations of Publicly Available COV...

In the second one, you can not only find datasets but a detailed analysis of the risk of bias of them, as well as recommendations of how to use them.

Preprint Public Covid-19 X-ray datasets and their impact on model bia...

I hope you find this useful. Do not hesitate to contact me if there is any other question.

Best regards,

Beatriz García Santa Cruz Interesting paper. I encourage you to read our paper related to that subject as well. Article Discovery of a Generalization Gap of Convolutional Neural Ne...

Thank you. I will do.

Best regards,

M.

In this paper you can find the pre-trained (self-supervised) CNN accuracy on two covid datasets (references included). Please, follow the references to find the link for downloading the dataset.

Preprint Self-supervised deep convolutional neural network for chest ...

I think. U need to look at it with proper methods within code only. It's very important as it validates ur results and make it worthy for publication. Kindly see this paper .. it exactly covers wht u r looking for In same domain with literature survey also. https://doi.org/10.1016/j.heliyon.2021.e07211

Pls cite the paper also.

You can find a number of datasets from kaggle.com. If you need a larger dataset, consider creating an amalgam of smaller ones from the domain.

I did quite the similar in my research work. i recommend you to read it.

Towards Covid-19 Detection in X-ray images using Convolutional Neural Network

DOI:10.30534/ijatcse/2021/1411032021

Research Towards Covid-19 Detection in X-ray images using Convolution...