{"id":25963731,"url":"https://github.com/lahi-ru/pepper_leaf_disease_detector","last_synced_at":"2026-06-05T12:31:10.870Z","repository":{"id":276527534,"uuid":"929537917","full_name":"LAHI-RU/Pepper_Leaf_Disease_Detector","owner":"LAHI-RU","description":"A deep learning-based system for detecting diseases in pepper leaves using image processing and CNNs. 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🌿 Pepper Leaf Disease Detection\n\nA deep learning-based system for detecting diseases in pepper leaves using image processing.\n\n## 📌 Features\n- Uses **CNN (Convolutional Neural Networks)** for disease detection.\n- Supports **multiple types of pepper leaf diseases**.\n- Provides a **web-based interface** using **Streamlit**.\n- Achieves **high accuracy** (~95% training, ~90% validation).\n- Open-source under the **MIT License**.\n\n## 📥 Dataset \u0026 Model Download\nThe dataset and trained model are too large to be stored in this repository.\n\n🔹 **Dataset:** [Download from Google Kaggle](https://www.kaggle.com/datasets/udi17live/black-pepper-leaf-blight-and-yellow-mottle-virus/data)  \n🔹 **Pre-trained Model:** [Download from Google Drive](YOUR_MODEL_LINK)  \n\nOnce downloaded, place them in the respective folders:\n```\n/dataset/  (for images)\n/models/   (for trained models)\n```\n\n---\n\n## 🚀 Installation\n### **1️⃣ Install Dependencies**\nRun the following command to install all required dependencies:\n```bash\npip install -r requirements.txt\n```\n\n---\n\n## 🏋️‍♂️ Training the Model\nTo train the model on your dataset, run:\n```bash\npython train.py\n```\n\n---\n\n## 📊 Testing the Model\nTo predict disease from a sample leaf image:\n```bash\npython predict.py --image sample_leaf.jpg\n```\n\n---\n\n## 🎨 Web App Deployment\nTo run the Streamlit web application:\n```bash\nstreamlit run app.py\n```\n\n---\n\n## 🤖 Model Performance\n- **Training Accuracy:** ~95%  \n- **Validation Accuracy:** ~90%  \n- **Optimizer:** Adam Optimizer  \n\n---\n\n## 📜 License\nThis project is open-source under the **MIT License**.\n\n---\n\n## 🌐 Links\n- 🔗 **GitHub Repository :** [Your Repository Link](https://github.com/LAHI-RU/Pepper_Leaf_Disease_Detector)\n- 🎯 **Web App :** [Not Yet](YOUR_DEPLOYMENT_LINK)\n\n---\n\n## 👨‍💻 Author\nDeveloped by **W G Lahiru Dhananjaya Bandara** 🚀\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flahi-ru%2Fpepper_leaf_disease_detector","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flahi-ru%2Fpepper_leaf_disease_detector","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flahi-ru%2Fpepper_leaf_disease_detector/lists"}