{"id":23414785,"url":"https://github.com/sayedgamal99/plant-disease-classifier","last_synced_at":"2025-10-15T17:37:28.721Z","repository":{"id":269194298,"uuid":"906689682","full_name":"sayedgamal99/Plant-Disease-Classifier","owner":"sayedgamal99","description":null,"archived":false,"fork":false,"pushed_at":"2025-03-08T21:56:46.000Z","size":5021,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-08T22:26:42.878Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sayedgamal99.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-12-21T16:08:49.000Z","updated_at":"2025-03-08T21:56:50.000Z","dependencies_parsed_at":null,"dependency_job_id":"66659d9f-a686-4dd6-a5a5-ca91d50fc4ba","html_url":"https://github.com/sayedgamal99/Plant-Disease-Classifier","commit_stats":null,"previous_names":["sayedgamal99/plant-disease-classifier"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayedgamal99%2FPlant-Disease-Classifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayedgamal99%2FPlant-Disease-Classifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayedgamal99%2FPlant-Disease-Classifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayedgamal99%2FPlant-Disease-Classifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sayedgamal99","download_url":"https://codeload.github.com/sayedgamal99/Plant-Disease-Classifier/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247985258,"owners_count":21028655,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-12-22T20:30:52.197Z","updated_at":"2025-10-15T17:37:23.690Z","avatar_url":"https://github.com/sayedgamal99.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🌿 Plant Disease Classifier\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"images/logo.png\" alt=\"Project Logo\" width=\"600\"/\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/license-MIT-blue.svg\" alt=\"License\"/\u003e\n  \u003cimg src=\"https://img.shields.io/badge/python-3.8%2B-blue\" alt=\"Python\"/\u003e\n  \u003cimg src=\"https://img.shields.io/badge/PyTorch-2.0%2B-orange\" alt=\"PyTorch\"/\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Streamlit-1.20%2B-red\" alt=\"Streamlit\"/\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  A deep learning-based web application that diagnoses diseases in plant leaves using convolutional neural networks (CNNs).\n\u003c/p\u003e\n\n![Plant Disease Classifier Demo](https://your-repo-url/images/demo.gif)\n\n## 🚀 Live Demo\n\nThe application is currently deployed and available at:\n[https://plant-disease-classifier-cnn.streamlit.app/](https://plant-disease-classifier-cnn.streamlit.app/)\n\n\n## Video Demonstration\n\n\u003cdiv align=\"center\"\u003e\n  \u003cvideo width=\"700\" src=\"https://github.com/user-attachments/assets/205a963b-3a80-473e-8337-0dccaa977388\"/\u003e\n\u003c/div\u003e\n\n\n## ✨ Features\n\n- **Instant Disease Detection**: Upload an image of a plant leaf and get immediate diagnosis results\n- **Comprehensive Diagnosis**: Provides detailed information on detected diseases, including causes, treatments, and prevention\n- **User-Friendly Interface**: Clean, intuitive UI with image previews and visualization of results\n- **Multiple Plant Support**: Currently supports tomatoes, potatoes, and bell peppers\n- **High Accuracy**: 96.5% accuracy on test datasets\n- **Example Images**: Try the application with pre-loaded example images\n\n## 🧪 Supported Plant Diseases\n\nThe model can currently identify the following plants and diseases:\n\n- **Tomato**:\n  - Healthy\n  - Bacterial Spot\n  - Early Blight\n  - Late Blight\n  - Leaf Mold\n  - Septoria Leaf Spot\n  - Spider Mites\n  - Target Spot\n  - Yellow Leaf Curl Virus\n  - Mosaic Virus\n\n- **Potato**:\n  - Healthy\n  - Early Blight\n  - Late Blight\n\n- **Bell Pepper**:\n  - Healthy\n  - Bacterial Spot\n\n## 🔧 Model Architecture\n\nThe application uses a custom CNN architecture with the following components:\n\n- 5 convolutional blocks with batch normalization and ReLU activation\n- Global Average Pooling\n- Fully connected layers with dropout for regularization\n- Trained on the PlantVillage dataset with data augmentation techniques\n- Achieves 96.5% accuracy on the test set\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayedgamal99%2Fplant-disease-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsayedgamal99%2Fplant-disease-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayedgamal99%2Fplant-disease-classifier/lists"}