SINet: A scale-insensitive convolutional neural network for fast vehicle detection

• Main Authors: HU, Xiaowei, XU, Xuemiao, XIAO, Yongjie, CHEN, Hao, HE, Shengfeng, QIN, Jing, HENG, Pheng-Ann
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Fast object detection; Intelligent transportation system; Scale sensitivity; Vehicle detection; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/sis_research/8381
• Institution: Singapore Management University

Vision-based vehicle detection approaches achieve incredible success in recent years with the development of deep convolutional neural network (CNN). However, existing CNN-based algorithms suffer from the problem that the convolutional features are scale-sensitive in object detection task but it is...