LPT: Long-tailed prompt tuning for image classification

• Main Authors: DONG, Bowen, ZHOU, Pan, YAN, Shuicheng, ZUO, Wangmeng
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2023
• 主題: Graphics and Human Computer Interfaces
• 在線閱讀: 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

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...