Special Issue on The Promises and Dangers of Large Vision Models

ISSN: 0920-5691 (Print) 1573-1405 (Online)

In this topical collection (12 articles)

  1. No Access

    OriginalPaper

    Task Bias in Contrastive Vision-Language Models

    Sachit Menon, Ishaan Preetam Chandratreya… Pages 1-15

  2. No Access

    OriginalPaper

    CLIP-guided Prototype Modulating for Few-shot Action Recognition

    Xiang Wang, Shiwei Zhang, Jun Cen, Changxin Gao… Pages 1-14

  3. No Access

    OriginalPaper

    Context Autoencoder for Self-supervised Representation Learning

    Xiaokang Chen, Mingyu Ding, Xiaodi Wang… Pages 208-223

  4. No Access

    OriginalPaper

    Exploring Vision-Language Models for Imbalanced Learning

    Yidong Wang, Zhuohao Yu, Jindong Wang… Pages 224-237

  5. OriginalPaper

    Transferring Vision-Language Models for Visual Recognition: A Classifier Perspective

    Wenhao Wu, Zhun Sun, Yuxin Song, Jingdong Wang… Pages 392-409
    Download PDF (1492KB) View Article

  6. No Access

    OriginalPaper

    How Does Fine-Tuning Impact Out-of-Distribution Detection for Vision-Language Models?

    Yifei Ming, Yixuan Li Pages 596-609

  7. No Access

    OriginalPaper

    Are Vision Transformers Robust to Spurious Correlations?

    Soumya Suvra Ghosal, Yixuan Li Pages 689-709

  8. No Access

    OriginalPaper

    SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels

    Henry Hengyuan Zhao, Pichao Wang, Yuyang Zhao… Pages 731-749

  9. Editorial

    Guest Editorial: Special Issue on the Promises and Dangers of Large Vision Models

    Kaiyang Zhou, Ziwei Liu, Xiaohua Zhai… Pages 1009-1011
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  10. OriginalPaper

    Language-Aware Soft Prompting: Text-to-Text Optimization for Few- and Zero-Shot Adaptation of V &L Models

    Adrian Bulat, Georgios Tzimiropoulos Pages 1108-1125
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  11. OriginalPaper

    SegViT v2: Exploring Efficient and Continual Semantic Segmentation with Plain Vision Transformers

    Bowen Zhang, Liyang Liu, Minh Hieu Phan… Pages 1126-1147
    Download PDF (2701KB) View Article

  12. No Access

    OriginalPaper

    Mimic before Reconstruct: Enhancing Masked Autoencoders with Feature Mimicking

    Peng Gao, Ziyi Lin, Renrui Zhang, Rongyao Fang… Pages 1546-1556