Jinwei Xu

Task-Aware and Structure-Knowledge-Guided Quantization for End-To-End YOLO Object Detection

The YOLO series of models are pivotal for real-time object detection, yet their deployment on resource-constrained edge devices necessitates effective model compression. Post-Training Quantization (PTQ) offers a promising, low-cost solution, but existing methods, primarily designed for classificatio…