Features: EDA for CheXpert data - Githubissues

seoulsky-field / CXRAIL-dev

CXRAIL-dev

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Features: EDA for CheXpert data #12

Open kdg1993 opened 1 year ago

kdg1993 commented 1 year ago

What

EDA for the CheXpert data
Especially the target label distribution and pathological aspect

Why

Inspired by the creative suggestion from @chrstnkgn and the good motivation of @seoulsky-field from #10, I made up my mind to further explore the CheXpert data set
Also, the excellent replies from @jieonh about the rank 2 CheXpert leaderboard & from @chrstnkgn about the CheXpert datasheet, make me more curious about the labeling system & feel complicated about the similarity of train and validation distributions

How

[x] Explore the target label (especially the uncertain label)
[ ] Analyze target class converting
[ ] Pathological Hierarchy
[ ] Image aspect (future plan)
[ ] (New task) Add test set analysis

kdg1993 commented 1 year ago

A notebook for EDA CheXpert is added with chapter 1.

This branch will be merged after completing the whole chapters.