AI/MLCompleted

AI Vision Dashboard

Real-time computer vision analytics platform

Overview

A full-stack platform that integrates computer vision models with a modern React dashboard. Users can upload images or stream video for real-time object detection, classification, and analytics. Built with Next.js on the frontend and FastAPI + Python on the backend, powered by YOLO and OpenCV.

Key Features

Real-time object detection via WebSocket stream

Image upload with batch processing

Analytics dashboard with charts

Model confidence scoring

Challenges

Achieving low latency in real-time video processing while maintaining high accuracy was the core challenge.

Solutions

Implemented frame-skipping and model quantization to reduce inference time by 60% without significant accuracy loss.