Disentangled Discriminator for Unsupervised Domain Adaptation on Object Detection

Yangguang Zhu,Ping Guo,Haoran Wei,Xin Zhao,Xiangbin Wu,Yangguang Zhu,Ping Guo,Haoran Wei,Xin Zhao,Xiangbin Wu

Object detection plays an important role in computer vision tasks such as autonomous driving, robotics, etc. Typically, a detection model is firstly trained on collected data and then deployed in real world. However, the discrepancy exists between training (source) and testing (target) data, which degrades the detection model's performance in the real world. To mitigate the negative effects, Unsup...