| --- |
| 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) |
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| ์์ ์ด๋ฏธ์ง๋ฅผ ์
๋ก๋ํ๋ฉด 101๊ฐ ์์ ํด๋์ค ์ค ๊ฐ์ฅ ์ ์ฌํ ๊ฒ์ ์ฐพ์์ฃผ๋ ๋ฐ๋ชจ์
๋๋ค. |
|
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| ## ๐ ๋ฐ์ดํฐ์
: Food-101 |
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| - **101๊ฐ ์์ ํด๋์ค** |
| - **101,000์ฅ ์ด๋ฏธ์ง** (ํด๋์ค๋น 1,000์ฅ) |
| - ๋ผ๋ฒจ: pizza, sushi, hamburger, steak, pancakes, ramen, ice_cream, ... |
| |
| ## ๐๏ธ ๋ชจ๋ธ ๊ตฌ์กฐ |
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| 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 |
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| - Paper: https://arxiv.org/abs/1512.03385 |
| - Dataset: https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/ |
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| Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference |
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