Add model card with medical disclaimer
Browse files
README.md
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---
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license: cc-by-nc-4.0
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tags:
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- medical-imaging
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- dermatology
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- melanoma
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- isic
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- education
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---
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# ISIC ๋ฉ๋ผ๋
ธ๋ง ๋ถ๋ฅ 5-Model
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๊ทธ๋ก์ผ๋(GrowthEndix) AI ๊ต์ก๊ณผ์ โ ISIC 2019+2020 ํ์ต ๋ชจ๋ธ 5์ข
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## โ ๏ธ ์๋ฃ ๋์คํด๋ ์ด๋จธ
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๋ณธ ๋ชจ๋ธ์ **๊ต์ก ๋ฐ ์ฐ๊ตฌ ๋ชฉ์ **์ผ๋ก๋ง ๊ณต๊ฐ๋ฉ๋๋ค.
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- ์ค์ ์๋ฃ ์ง๋จ์ ์ฌ์ฉ ๋ถ๊ฐ
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- ํผ๋ถ ์ด์ ์์ฌ ์ ๋ฐ๋์ ํผ๋ถ๊ณผ ์ ๋ฌธ์ ์ง๋ฃ
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- ISIC ๋ฐ์ดํฐ์
์ ์ธ๊ตฌ ํธํฅ(์ฃผ๋ก ๋ฐฑ์ธ ํ์)์ผ๋ก ํ๊ตญ์ธ ํผ๋ถํค ์ ํ๋ ๋ฏธ๋ณด์ฅ
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## ๋ชจ๋ธ ์ฌ์
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| ๋ชจ๋ธ | ๋ผ์ด๋ธ๋ฌ๋ฆฌ | ์
๋ ฅ ํด์๋ | val_auc |
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|---|---|---|---|
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| efficientnet_b3 | torchvision | 300x300 | 0.9288 |
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| efficientnet_b5 | timm | 456x456 | 0.9246 |
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| convnext_tiny | torchvision | 224x224 | 0.9164 |
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| convnext_base | timm | 224x224 | 0.9178 |
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| swin_base | timm (window12_384) | 384x384 | 0.9195 |
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## ์ฌ์ฉ๋ฒ
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```python
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from huggingface_hub import hf_hub_download
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path = hf_hub_download(repo_id="junkim1209/isic-models", filename="efficientnet_b3.pth")
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```
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- ์ ์ฅ ํ์: ์ฒดํฌํฌ์ธํธ wrapping (`state['model_state_dict']`)
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- ์ ์ฒ๋ฆฌ: ImageNet ์ ๊ทํ, ๋ชจ๋ธ๋ณ ํด์๋๋ก resize
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- Head: ์ด์ง ๋ถ๋ฅ (sigmoid ์ ์ฉ ์ ๋ฉ๋ผ๋
ธ๋ง ํ๋ฅ )
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