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All Projects → UniversalDataTool → coronavirus-mask-image-dataset

UniversalDataTool / coronavirus-mask-image-dataset

Licence: MIT License
Image dataset from Instagram of people wearing medical masks, no mask, or a non-medical (DIY) mask

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machine-learningcomputer-visionimagesdatasetfastaicoronaviruscovid-19covid19

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COVID19 Mask Image Dataset

Note: Instagram has expired the URLs in this repo.

Note: This dataset links to images on Instagram. We do not store or own the images on Instagram.

Image dataset from Instagram of people wearing medical masks, non-medical (DIY) masks, or no mask. Created using the Universal Data Tool for helping people come up with creative solutions for COVID-19 problems. The dataset currently has roughly ~1,205 image samples.

This dataset could be used to build a face mask detector for selfie-type photos.

Examples from Dataset

Getting the Data

Click this to download mask_labels.udt.csv. (you might have to "Save Page As" to save it)

It looks kinda like this:

path . imageUrl output
samples.0 . https://example.com/image1.jpg medical_mask
samples.1 . https://example.com/image2.jpg no_mask
samples.2 . https://example.com/image3.jpg non_medical_mask

How to View

Download the mask_labels.udt.csv file and open it at universaldatatool.com

How to Use

Check out this notebook to see how to use the dataset with fast.ai. You could also download the mask_labels.udt.csv file to use whatever framework you want.

We were able to achieve 93% accuracy prediction accuracy on the dataset (see confusion matrix below):

confusion matrix

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