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---
title: Food Image Classifier
emoji: ๐Ÿฝ
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
---

# ๐Ÿฝ๏ธ Food Image Classifier (Food-101)

์Œ์‹ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•˜๋ฉด 101๊ฐœ ์Œ์‹ ํด๋ž˜์Šค ์ค‘ ๊ฐ€์žฅ ์œ ์‚ฌํ•œ ๊ฒƒ์„ ์ฐพ์•„์ฃผ๋Š” ๋ฐ๋ชจ์ž…๋‹ˆ๋‹ค.

## ๐Ÿ“‚ ๋ฐ์ดํ„ฐ์…‹: Food-101

- **101๊ฐœ ์Œ์‹ ํด๋ž˜์Šค**
- **101,000์žฅ ์ด๋ฏธ์ง€** (ํด๋ž˜์Šค๋‹น 1,000์žฅ)
- ๋ผ๋ฒจ: pizza, sushi, hamburger, steak, pancakes, ramen, ice_cream, ...

## ๐Ÿ—๏ธ ๋ชจ๋ธ ๊ตฌ์กฐ

ResNet ([He et al., 2015](https://arxiv.org/abs/1512.03385)) ๋…ผ๋ฌธ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ
์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค.

- Architecture: ResNet-18 / ResNet-50
- Input size: 224ร—224 RGB
- Transfer learning from ImageNet

## ๐ŸŽฏ ์‚ฌ์šฉ๋ฒ•

1. ์Œ์‹ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•˜๊ฑฐ๋‚˜ ๋“œ๋ž˜๊ทธ
2. Top-5 ์˜ˆ์ธก ๊ฒฐ๊ณผ๊ฐ€ ํ™•๋ฅ ๊ณผ ํ•จ๊ป˜ ํ‘œ์‹œ๋ฉ๋‹ˆ๋‹ค

## ๐Ÿ“š 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