I will build ai image recognition system for your business

Need to detect objects, people, vehicles or 

custom items in images or video automatically? 

I'll build you a production-ready YOLO object 

detection system.

WHAT YOU GET:

YOLOv8 object detection API

Bounding boxes with confidence scores

Annotated image output with labels

80 COCO classes out of the box

Clean FastAPI backend and upload UI

Fully documented production-ready code

HOW IT WORKS:

Upload any image to the API and get back 

every detected object with its label, 

confidence score, and bounding box 

coordinates in milliseconds.

TECH STACK:

- YOLOv8 by Ultralytics

- OpenCV for image processing

- FastAPI + HTML frontend

- Python

REAL EXPERIENCE:

I built a real-time factory surveillance 

system using YOLO for crowd monitoring 

and violence detection in production.

Watch it live: https://youtu.be/XQrj2eV3bTA

Message me before ordering to discuss 

your specific requirements.