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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jinshan Pan

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Preprint Sep 2026

Incentive Noise and Structural Prior Infusion for Multi-modal Object Re-Identification

Multi-modal object Re-Identification (ReID) benefits from complementary information across heterogeneous imaging modalities. To further enrich semantic representation, text descriptions have recently been incorporated as an additional modality. However, recent vision-language approaches often treat text descriptions as...

Wei-Xiang Zhou, Yu-Hao Wang, Xing-Guo Xu et al. · 0 citations
Open access Jul 2026

Degradation-Aware Prompt Learning With Cross-Modal Compensation for Adverse Weather Removal

A Degradation-Aware Cross-Modal Prompt Compensation Network that leverages cross-modal degradation cues from a pre-trained vision-language model to condition restoration features within a unified backbone, achieving robust and perceptually consistent restoration across diverse weather conditions.

Wan-Shu Fan, Yunzhe Zhang, Yue Shen et al. · 0 citations

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