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πŸ”¦ Chest X-Ray Image Classifications

πŸ“Œ Discription

open source둜 μ œκ³΅λ˜λŠ” CheXpert dataset을 μ΄μš©ν•΄μ„œ classification ν•˜λŠ” λͺ¨λΈμ„ ꡬ성해볼 μ˜ˆμ •

🎁 Directory ꡬ쑰

chexpert_code
β”œβ”€β”€ config
β”‚   β”œβ”€β”€ example.json
β”‚   β”œβ”€β”€ train.csv
β”‚   └── valid.csv
β”œβ”€β”€ data
β”‚   β”œβ”€β”€ dataset.py
β”‚   β”œβ”€β”€ imgaud.py
β”‚   └── utils.py
β”œβ”€β”€ model
β”‚   β”œβ”€β”€ chexpert.py
β”‚   β”œβ”€β”€ global_pool.py
β”‚   β”œβ”€β”€ models.py
β”‚   └── utils.py
β”œβ”€β”€ requirement.txt
β”œβ”€β”€ train.py
β”œβ”€β”€ test.py
└── metrics.py
dataset
β”œβ”€β”€ chexpert
β”‚   β”œβ”€β”€ CheXpert-v1.0
β”‚   β”‚   β”œβ”€β”€ train
β”‚   β”‚   β”œβ”€β”€ valid
β”‚   β”‚   β”œβ”€β”€ train.csv
β”‚   β”‚   └── valid.csv
β”‚   β”œβ”€β”€ CheXpert-v1.0-small
β”‚   β”‚   β”œβ”€β”€ train
β”‚   β”‚   β”œβ”€β”€ valid
β”‚   β”‚   β”œβ”€β”€ train.csv
β”‚   └── └── valid.csv

πŸ“‘ notebooks

🎫 reference

https://stanfordmlgroup.github.io/competitions/chexpert
https://github.com/jfhealthcare/Chexpert
https://github.com/thanhtran98/chexpert_pytorch_base

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