LCReg: long-tailed image classification with latent categories based recognition

• Main Authors: Liu, Weide, Wu, Zhonghua, Wang, Yiming, Ding, Henghui, Liu, Fayao, Lin, Jie, Lin, Guosheng
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Long-Tailed; Image Classification
• Online Access: https://hdl.handle.net/10356/170932
• Institution: Nanyang Technological University

In this work, we tackle the challenging problem of long-tailed image recognition. Previous long-tailed recognition approaches mainly focus on data augmentation or re-balancing strategies for the tail classes to give them more attention during model training. However, these methods are limited by the...