ResNet / README.md
JangTaeng's picture
Upload 8 files
b1fe7e3 verified
|
Raw
History Blame Contribute Delete
1.15 kB

A newer version of the Gradio SDK is available: 6.23.1

Upgrade
metadata
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) ๋…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

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference