LPT: Long-tailed prompt tuning for image classification

• Main Authors: DONG, Bowen, ZHOU, Pan, YAN, Shuicheng, ZUO, Wangmeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/8982; https://ink.library.smu.edu.sg/context/sis_research/article/9985/viewcontent/2023_ICLR_LPT__1_.pdf
• Institution: Singapore Management University

For long-tailed classification tasks, most works often pretrain a big model on a large-scale (unlabeled) dataset, and then fine-tune the whole pretrained model for adapting to long-tailed data. Though promising, fine-tuning the whole pretrained model tends to suffer from high cost in computation and...