YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design

Understand

The rapid development and wide utilization of object detection techniques have aroused attention on both accuracy and speed of object detectors.

• However, the current state-of-the-art object detection works are either accuracy-oriented using a large model but leading to high latency or speed-oriented using a lightweight model but sacrificing accuracy.
• In this work, we propose YOLObile framework, a real-time object detection on mobile devices via compression-compilation co-design.
• A novel block-punched pruning scheme is proposed for any kernel size.