Farmsense.AI
farmsense.ai is an AI assistant for exponentially growing Hybrid farming. To enhance farmers' yield, this application assists them by detecting diseases of plants and poultries and providing crop and egg incubation analysis. CNN, YOLO, and XGBoost are used for the models.
Install / Use
/learn @kausthub-kannan/Farmsense.AIREADME
<img src="assets/logo.png" width=55px align="left"/> <h1>farmsense.ai</h1>
<div> <img src="https://img.shields.io/badge/Build-version_2-blue" width=110/> <img src="https://img.shields.io/badge/Computer%20Vision-red" width=110/> </div> <br />farmsense.ai is an Ai assistant for exponentially growing Hybrid farming. To enhance farmers' yield, this application assists them by detecting diseases of plants and poultries and providing crop and egg incubation analysis. CNN, YOLO, and XGBoost are used for the models.
Please ⭐ and 🍴 the repository.
<h3>Features Introduced</h3> <ol> <li>Plant Diseases Detection - ResNetV250 Model (Fine Tuned) - Detects plant diseases</li> <li>Poultry Diseases Detection - MobileNetV250 Model (Fine Tuned) - Detects poultry diseases</li> <li>Egg Incubation Analysis - YOLOv8 Object Detection Model (Fine Tuned) - Detecs fertility status of eggs</li> <li>Crop Analysis - XGBoost ML Model - Recommendation system</li> </ol> <h3>Data</h3> <a href="https://www.kaggle.com/datasets/vipoooool/new-plant-diseases-dataset">Plant Diseases Detection</a> <br /> <a href="https://www.kaggle.com/datasets/kausthubkannan/poultry-diseases-detection">Poultry Diseases Detection</a> <br /> <a href="https://universe.roboflow.com/uit-vbp9l/egg-fertilely-detection-dgg8z">Egg Incubation Analysis</a> <br /> <a href="">Crop Analysis</a> <br /> <h3>User Interface and APIs</h3> <p>The use interface for the present version is a web application developed using ReactJS (VITE). The APIs are developed using FastAPI.</p> <h3>Deployment</h3> <p>Due to a lack of open source options, the deployment is tested in <b>Play with Docker</b></p> <h4>Improvements in upcoming versions</h4> <img src="assets/architecture.png" align="center" width=550/> <ol> <li>Connecting the models for better Farmer UX</li> <li>IoT Embeeding System</li> <li>Introducing CI/CD pipelines</li> <li>Mobile stand-by application</li> <li>Improvised UI</li> <li>LLM models for translation</li> </ol> <h4>Collaborators</h4> <a href="https://github.com/kausthub-kannan">Kausthub Kannan</a> (Model development)<br /> <a href="https://github.com/p1utoze">Aditya Awati</a> (MLOps)<br /> <a href="https://github.com/RahulRudra81">Rahul Rudra</a> (Frontend development)<br /> <a href="https://github.com/Aarize29">ShamsAarize Siddique </a> (Frontend development)<br />