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Qiyu Xu

2 accepted papers

2026

SOTA: Self-adaptive Optimal Transport for Zero-Shot Classification with Multiple Foundation Models

CVPR 2026

Foundation models have attracted widespread attention across domains due to their powerful zero-shot classification capabilities. This work is motivated by two key observations: (1) Vision-Language Models (VLMs), such as CLIP, often over-rely on class-level textual priors and struggle to capture fin

Cited by 7SourcecodeScholar
2025

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention

ICCV 2025poster

Generalized Category Discovery (GCD) aims to classify unlabeled data from both known and unknown categories by leveraging knowledge from labeled known categories. While existing methods have made notable progress, they often overlook a hidden stumbling block in GCD: distracted attention. Specificall…