--- 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