Real Time Object Detection for Traffic Based on Knowledge Distillation: 3rd Place Solution to Pair Competition

• Published in: 2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW) pp. 1 - 6
• Main Authors: Zhao, Yuan, Wang, Lyuwei, Hou, Luanxuan, Gan, Chunsheng, Huang, Zhipeng, Hu, Xu, Shen, Haifeng, Ye, Jieping
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.07.2020
• Subjects: Acceleration; Annotations; Computational modeling; Detectors; embedded system; Feature extraction; knowledge distillation; lightweight model; Object detection; Training

In practical applications, the purpose of object detection is to determine the target space position based on the image. At the same time, better performance is obtained under the premise of reducing the computational overhead. The dataset of the PAIR competition has the characteristics of imbalance...