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Yinqi Li

2 accepted papers

2025

un$^2$CLIP: Improving CLIP's Visual Detail Capturing Ability via Inverting unCLIP

NeurIPS 2025poster

Contrastive Language-Image Pre-training (CLIP) has become a foundation model and has been applied to various vision and multimodal tasks. However, recent works indicate that CLIP falls short in distinguishing detailed differences in images and shows suboptimal performance on dense-prediction and vis…

Cited by 0SourcecodeScholar
2022

Optimal Positive Generation via Latent Transformation for Contrastive Learning

NeurIPS 2022accept

Contrastive learning, which learns to contrast positive with negative pairs of samples, has been popular for self-supervised visual representation learning. Although great effort has been made to design proper positive pairs through data augmentation, few works attempt to generate optimal positives…

Cited by 10SourcePDFScholar