A newer version of the Gradio SDK is available: 6.23.1
metadata
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) ๋ ผ๋ฌธ์ ๊ธฐ๋ฐ์ผ๋ก ํ ์ด๋ฏธ์ง ๋ถ๋ฅ ๋ชจ๋ธ์ ๋๋ค.
- Architecture: ResNet-18 / ResNet-50
- Input size: 224ร224 RGB
- Transfer learning from ImageNet
๐ฏ ์ฌ์ฉ๋ฒ
- ์์ ์ด๋ฏธ์ง๋ฅผ ์ ๋ก๋ํ๊ฑฐ๋ ๋๋๊ทธ
- 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