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The-Bricklayer7/cropguard-system
cropguard-system is a machine learning model from The-Bricklayer7. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Image-Based Crop Disease Detection System for Smallholder Farmers in Ghana. Final Year Project โ Oppong David, BTech Computer Technology, Kumasi Technical University.
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Updated Aug 6, 2026
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From the Hugging Face model README
Image-Based Crop Disease Detection System for Smallholder Farmers in Ghana. Final Year Project โ Oppong David, BTech Computer Technology, Kumasi Technical University.
Instant / no install โ open cropguard.html on any phone or browser.
Covers all 14 Ghanaian crops via the model; works offline as an estimate (English + Twi). Can also connect
to the trained model โ see Settings / docs.
Full production system โ the real Chapter 3 stack:
backend/train.py โ train the MobileNetV2 modelbackend/app.py โ FastAPI inference serverbackend/recommendations.json โ treatment knowledge basefrontend/src/CropGuard.jsx โ React frontendcd backend
pip install -r requirements.txt
python train.py --data ./data # train (needs a dataset)
uvicorn app:app --port 8000 # serve
Full details, API reference and report mapping: docs/DOCUMENTATION.md.