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S.Kevin Zhou

2 accepted papers

2025

AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP

CVPR 2025poster

Anomaly detection (AD) identifies outliers for applications like defect and lesion detection. While CLIP shows promise for zero-shot AD tasks due to its strong generalization capabilities, its inherent Anomaly-Unawareness leads to limited discrimination between normal and abnormal features. To addre…

2025

DH-Set: Improving Vision-Language Alignment with Diverse and Hybrid Set-Embeddings Learning

CVPR 2025poster

Vision-Language (VL) alignment across image and text modalities is a challenging task due to the inherent semantic ambiguity of data with multiple possible meanings. Existing methods typically solve it by learning multiple sub-representation spaces to encode each input data as a set of embeddings, a…

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