Design a scalable, real-time object detection and perception system for an autonomous vehicle fleet. Focus on the end-to-end data lifecycle, including on-device inference constraints, cloud-based data mining for rare edge cases, and a robust evaluation framework to ensure safety and reliability in diverse driving conditions.