Semi-supervised and long-tailed object detection with Cascadematch

• Main Authors: Zang, Yuhang, Zhou, Kaiyang, Huang, Chen, Loy, Chen Change
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Object Detection; Long-Tailed Learning
• Online Access: https://hdl.handle.net/10356/165791
• Institution: Nanyang Technological University

This paper focuses on long-tailed object detection in the semi-supervised learning setting, which poses realistic challenges, but has rarely been studied in the literature. We propose a novel pseudo-labeling-based detector called CascadeMatch. Our detector features a cascade network architecture, wh...