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Design a computer vision system that monitors a parking lot and detects which spaces are occupied or available in real time.
Scenario: A shopping mall wants to install cameras overlooking its 500-space parking lot. Drivers should see a live map at the entrance showing available spots, and the system should track occupancy statistics over time.
Your Task: Design the pipeline from camera input to an occupancy map showing free and occupied spaces.
Your design should address:
Think about: Whether you need object detection or simple patch classification, how to handle perspective distortion, and how to keep the system robust across lighting changes.
Describe your system design approach. Consider components, data flow, and key decisions.