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ade-daemon/ai-crop-doctor

Domain:

agriculturenatural language processing

Record type:

softwareproject
Creator:
ade
Host:
Offline-first AI crop disease diagnosis app for Nigerian smallholder farmers. Snap a photo, get instant treatment advice in Yoruba, Hausa, Igbo, or Pidgin. Built with FastAPI, React Native, and TensorFlow Lite. # 🌿 AI Crop Doctor **Offline-capable, multilingual AI crop disease diagnosis and advisory for Nigerian smallholder farmers.** AI Crop Doctor uses on-device machine learning to diagnose crop diseases and pest infestations from smartphone photos, then provides treatment recommendations tailored to locally available inputs. Built on a disease image dataset collected from Nigerian farms. --- ## 🎯 Problem - Nigerian smallholder farmers lose **40-50% of crop yields** annually to pests and diseases - Fewer than **5,000 extension agents** serve over **70 million farming households** - Existing AI crop tools (Plantix, etc.) are trained on non-African datasets with limited accuracy on Nigerian crop varieties - Most rural areas have **intermittent or no internet connectivity** ## πŸ’‘ Solution A mobile app that: - **Diagnoses crop diseases** from phone camera photos using on-device ML (works offline) - Covers **15 Nigerian staple and cash crops** (cassava, maize, rice, yam, cowpea, tomato, pepper, plantain, cocoa, soybean, sorghum, millet, groundnut, melon, okra) - Provides **treatment recommendations** using locally available inputs - Supports **voice interaction in Yoruba, Hausa, Igbo, and Pidgin English** - Creates **geo-tagged outbreak maps** for agricultural authorities ## πŸ—οΈ Architecture ``` β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ Mobile App β”‚ β”‚ (React Native + TFLite) β”‚ β”‚ β”‚ β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ β”‚ β”‚ Camera β”‚ β”‚ Offline β”‚ β”‚ Voice AI β”‚ β”‚ β”‚ β”‚ Diagnosis β”‚ β”‚ ML β”‚ β”‚ (Yoruba/Hausa β”‚ β”‚ β”‚ β”‚ β”‚ β”‚ Inferenceβ”‚ β”‚ Igbo/Pidgin) β”‚ β”‚ β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚ β”‚ β”‚ β”‚ β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ β”‚ β”‚ Local Storage β”‚ β”‚ β”‚ β”‚ (SQLite/MMKV) β”‚ …