Here is what matters most to me:

[Urban Vehicle Detection AI Vision](https://freelancer.com/projects/computer-vision/urban-vehicle-detection-vision.html) I need an AI-powered vision solution that can reliably detect vehicles as they pass through busy urban streets. The goal is straightforward: feed a live video stream (or recorded footage) into a model and receive accurate, real-time bounding boxes and class labels for every car, bus, truck, or motorcycle that enters the frame, day or night. Here is what matters most to me: • High detection accuracy in crowded, visually noisy city scenes—including partial occlusions, varied lighting, and different camera angles. • Real-time or near real-time processing (30 fps on an edge device is ideal, but I’m open to server-side inference if latency stays low). • Easy integrati...