Exploring object relation in mean teacher for cross-domain detection

• Main Authors: CAI, Qi, PAN, Yingwei, NGO, Chong-wah, TIAN, Xinmei, DUAN, Lingyu, YAO, Ting
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Categorization; Recognition: Detection; Retrieval; Graphics and Human Computer Interfaces; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/6457; https://ink.library.smu.edu.sg/context/sis_research/article/7460/viewcontent/Cai_Exploring_Object_Relation_in_Mean_Teacher_for_Cross_Domain_Detection_CVPR_2019_paper.pdf
• Institution: Singapore Management University

Rendering synthetic data (e.g., 3D CAD-rendered images) to generate annotations for learning deep models in vision tasks has attracted increasing attention in recent years. However, simply applying the models learnt on synthetic images may lead to high generalization error on real images due to doma...