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Masks of problematic areas (ground glass opacity, ect) in chest radiography

Open AlexTS1980 opened this issue 3 years ago • 7 comments

Are there any chest radiography datasets with masks of COVID correlates like GGO, or at least bounding boxes. I only found one article, Weakly Labeled Data Augmentation for Deep Learning: A Study on COVID-19 Detection in Chest X-Rays, but no links to datasets. I found quite a few for CT scans, but I need for chest x-rays too.

AlexTS1980 avatar Oct 12 '20 12:10 AlexTS1980

Check out the last two annotations listed here: https://github.com/ieee8023/covid-chestxray-dataset#annotations I believe they have more than just lung annotations.

ieee8023 avatar Oct 12 '20 14:10 ieee8023

Check out the last two annotations listed here: https://github.com/ieee8023/covid-chestxray-dataset#annotations I believe they have more than just lung annotations.

Thanks. I'm building a model that can generalize to arbitrary datasets. Do you know any CT/xray masks for non-COVID pneumonia cases?

AlexTS1980 avatar Dec 05 '20 14:12 AlexTS1980

Here are masks for the RSNA pneumonia dataset: https://github.com/mlmed/torchxrayvision/blob/master/scripts/xray_masks.ipynb

ieee8023 avatar Dec 05 '20 15:12 ieee8023

Here are masks for the RSNA pneumonia dataset: https://github.com/mlmed/torchxrayvision/blob/master/scripts/xray_masks.ipynb

Awsm thanks!

AlexTS1980 avatar Dec 05 '20 16:12 AlexTS1980

If you find anymore mask datasets please share!

ieee8023 avatar Dec 05 '20 17:12 ieee8023

Here are masks for the RSNA pneumonia dataset: https://github.com/mlmed/torchxrayvision/blob/master/scripts/xray_masks.ipynb

RSNA are more like bounding boxes than masks, but it's probably the best there is. The only x-ray lesion masks I found are these: https://github.com/GeneralBlockchain/covid-19-chest-xray-segmentations-dataset

AlexTS1980 avatar Dec 06 '20 11:12 AlexTS1980

If you find anymore mask datasets please share!

I found a very good chest ct scan dataset that I used for my models (https://github.com/AlexTS1980/COVID-Single-Shot-Model) here: http://ncov-ai.big.ac.cn/download. It's 750 slices + pixel masks (lungs, GGO, C).

This dataset will hopefully be released soon: https://daa63e84b26d.ngrok.io/

AlexTS1980 avatar Dec 06 '20 11:12 AlexTS1980