Two-stage edge parking occupancy system. YOLOv8s detects spaces; YOLOv8m-cls classifies each crop. On-device inference, 280B JSON output. 0.995 mAP@50 · 0.919 acc · 2291 FPS CoreML INT8 · 99.9% bandwidth saved vs 1080p stream.
computer-vision image-classification object-detection coreml onnx fastapi edge-inference yolov8 apple-mps parking-occupancy pklot cnrpark
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Updated
Apr 24, 2026 - Python