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title: Food Image Classifier
emoji: ๐ฝ
colorFrom: red
colorTo: yellow
sdk: gradio
sdk_version: 5.29.0
python_version: "3.10"
app_file: app.py
pinned: false
license: apache-2.0
---
# ๐ฝ๏ธ Food Image Classifier (Food-101)
์์ ์ด๋ฏธ์ง๋ฅผ ์
๋ก๋ํ๋ฉด 101๊ฐ ์์ ํด๋์ค ์ค ๊ฐ์ฅ ์ ์ฌํ ๊ฒ์ ์ฐพ์์ฃผ๋ ๋ฐ๋ชจ์
๋๋ค.
## ๐ ๋ฐ์ดํฐ์
: Food-101
- **101๊ฐ ์์ ํด๋์ค**
- **101,000์ฅ ์ด๋ฏธ์ง** (ํด๋์ค๋น 1,000์ฅ)
- ๋ผ๋ฒจ: pizza, sushi, hamburger, steak, pancakes, ramen, ice_cream, ...
## ๐๏ธ ๋ชจ๋ธ ๊ตฌ์กฐ
ResNet ([He et al., 2015](https://arxiv.org/abs/1512.03385)) ๋
ผ๋ฌธ์ ๊ธฐ๋ฐ์ผ๋ก ํ
์ด๋ฏธ์ง ๋ถ๋ฅ ๋ชจ๋ธ์
๋๋ค.
- Architecture: ResNet-18 / ResNet-50
- Input size: 224ร224 RGB
- Transfer learning from ImageNet
## ๐ฏ ์ฌ์ฉ๋ฒ
1. ์์ ์ด๋ฏธ์ง๋ฅผ ์
๋ก๋ํ๊ฑฐ๋ ๋๋๊ทธ
2. Top-5 ์์ธก ๊ฒฐ๊ณผ๊ฐ ํ๋ฅ ๊ณผ ํจ๊ป ํ์๋ฉ๋๋ค
## ๐ Reference
- Paper: https://arxiv.org/abs/1512.03385
- Dataset: https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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