AI-Based Rice Analysis Python Developer
Publicada el 2026-07-22
Descripción de la oferta
I need a python developer to work on an AI powered food-grain based project. By the help of photos, the application need to identify the details about the "Rice" - its length, breadth, variety-name, color, if damaged etc. The below architecture is what they need to follow, but we can chat to discuss in detail about this - | Component | Recommended Technology | | ---------------------- | -------------------------------------------------------------------------------------- | | Backend API | FastAPI | | Detection | **YOLO11 Segmentation** (or YOLOv8-seg if staying on a stable, well-supported release) | | Variety Classification | **EfficientNetV2-B0 (TensorFlow/Keras)** | | Defect Classification | **EfficientNetV2-B0 (TensorFlow/Keras)** | | Image Processing | OpenCV | | Measurements | Segmentation mask + OpenCV | | Color Analysis | LAB + HSV color spaces | | Database | PostgreSQL | | Cache/Queue | Redis (optional for high throughput) | | Dashboard | React or Next.js | | Deployment | Docker + NVIDIA GPU + FastAPI |
Skills
Fuente original: freelancer