ML Project · 2025

Food
Classifier

MobileNetV3 Small fine-tuned on the Food-11 dataset. Upload any food photo — it predicts which of 11 categories it belongs to.

11
Food Categories
V3
MobileNet Arch
PyTorch
Framework
TL
Transfer Learning
Live Demo
food-classifier.harshgiri.site
spinning up the model...
Supported Categories
🍞
Bread
🧀
Dairy product
🍰
Dessert
🥚
Egg
🍟
Fried food
🥩
Meat
🍝
Noodles/Pasta
🍚
Rice
🦐
Seafood
🍲
Soup
🥗
Vegetable/Fruit

Architecture

Base modelMobileNetV3 Small
Pretrained onImageNet
Frozen layersAll except head
Hidden dim576 → 128
Dropoutp = 0.2
Output classes11

Training

DatasetFood-11
OptimizerAdam
Learning rate0.001
Batch size128
LossCrossEntropy
FrameworkPyTorch