I will build a real time vehicle detection system using yolov8


About this gig
Are you looking for a reliable vehicle detection system that actually works on your footage? I will build and deliver a production-ready YOLOv8 model that detects cars, trucks, buses, motorcycles, and bicycles in real time.
My trained model achieves 91.7% mAP@50 with 90% Precision results I can back up with full training metrics and validation charts.
WHAT YOU CAN SEND ME
- A video file (MP4, AVI, MOV)
- A custom image dataset with annotations (for fine-tuning)
- A description of your use case
WHAT YOU WILL RECEIVE
- Processed video with bounding boxes and real-time vehicle count
- Trained YOLOv8 model (.pt file) ready for inference
- Python script to run detection locally on any machine
- Clear instructions to set up and use everything
FINE-TUNING (Standard & Premium)
If you have your own footage or specific vehicle types, I can train the model on your custom dataset for higher accuracy on your exact use case. I will deliver full training metrics (mAP, Precision, Recall, loss curves) so you can see exactly how the model performs.
Feel free to message me before ordering if you have questions about your project I'm happy to advise on the best approach.
Get to know Diego Perpetuo
Computer Engineering Student and Systems Development Technician
- FromBrazil
- Member sinceMay 2026
Languages
English, Portuguese
My Portfolio
FAQ
What format should my video be in?
MP4, AVI or MOV works fine. Any resolution from 480p up to 4K is supported.
Do I need to provide a dataset for the Basic package?
No. The Basic package uses my pre-trained model, which already detects cars, trucks, buses, motorcycles and bicycles with 91.7% accuracy. A custom dataset is only needed if you want he Standard or Premium fine-tuning.
What do I need to run the Python script locally?
Just Python 3.8+ and a standard GPU or CPU. I include a requirements.txt and step-by-step setup instructions with every delivery.
Can you detect other types of objects, not just vehicles?
Yes. Message me before ordering and I can evaluate your use case and adjust the scope accordingly.

