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SulemanaAbu/CattleCare-AI

Domain:

agriculture

Record type:

softwareproject
Creator:
Sul
Host:
AI-Based Cattle Disease Detection System for Ghanaian Farmers and Traders Final Year Project β€” University of Ghana, Department of Computer Science (2025/2026) # πŸ„ CattleCare AI **AI-Based Cattle Disease Detection System for Ghanaian Farmers and Traders** Final Year Project β€” University of Ghana, Department of Computer Science (2025/2026) CattleCare AI helps smallholder farmers and cattle traders get an early, AI-assisted read on three common conditions β€” **Foot-and-Mouth Disease (FMD)**, **Lumpy Skin Disease (LSD)**, and **Healthy** β€” from a photo, a description of observed symptoms, or both. It is built around a Gemma 3 vision-language model fine-tuned specifically on Ghanaian cattle disease presentations, served through a Streamlit interface. > ⚠️ **Disclaimer:** This is a decision-support tool, not a replacement for veterinary diagnosis. Always consult a qualified veterinarian for confirmation and treatment. --- ## Features - **Three ways to get a diagnosis:** - πŸ“· Upload a photo of the animal - πŸ“ Describe symptoms (checkboxes + free text) - πŸ”— Both together, for the most accurate result - **Input validation before diagnosis** β€” a lightweight classification layer checks that an uploaded photo actually shows cattle and that a symptom description is real and observable, rather than letting the model guess at chitchat, junk input, or irrelevant images. - **Transparent source attribution** β€” the UI shows exactly which inputs (image / symptom description) were actually used for a given diagnosis. - **Symmetric fallback logic** β€” a bad photo will not derail a real symptom description, and vice versa; the app automatically falls back to whichever input is actually usable. - **Model comparison mode** β€” base model vs. fine-tuned model, side by side, on the same input. - **Disease reference guide** β€” a built-in tab covering symptoms, spread, and recommended actions for each condition. - **Emergency contacts** β€” direct numbers for the Ghana Veterinary Service and Animal Research Institute surfaced alongside every diagnosis. --- ## How It Works ``` β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” Photo + Symptoms β”‚ Input Validation β”‚ gpt-4o …