Region average pooling for context-aware object detection

• Main Authors: KUAN, Kingsley, MANEK, Gaurav, LIN, Jie, FANG, Yuan, CHANDRASEKHAR, Vijay
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Pooling; CNN; Faster R-CNN; Context; Object Detection; Object Co-occurrence; Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/4072
• Institution: Singapore Management University

Object detection has been a key task in computer vision with deep convolutional neural networks being a significant performer. We propose a method named Region Average Pooling that leverages object co-occurrence to improve object detection performance. Given regions of interest in an image, our meth...