YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers

Huang, Rachel; Pedoeem, Jonathan; Chen, Cuixian

doi:10.1109/bigdata.2018.8621865

YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers

This paper focuses on YOLO-LITE, a real-time object detection model developed to run on portable devices such as a laptop or cellphone lacking a Graphics Processing Unit (GPU). The model was first trained on the PASCAL VOC dataset then on the COCO dataset, achieving a mAP of 33.81% and 12.26% res…