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

Author

Cheng Xu

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Conference Aug 2026

MASF-Net: efficient linear attention guided few-shot fine-grained image recognition

Extensive experiments on three challenging fine-grained benchmarks demonstrate that MASFNet consistently outperforms state-of-the-art methods in both 5-way 1-shot and 5-way 5-shot settings.

Jinyu Wang, Bing-Xin Xu, Weiguo Pan et al. · 0 citations
Conference Aug 2026

Lightweight infrared and visible image fusion via global selective state-space modeling

A knowledge distillation-based training strategy, together with a structural consistency constraint, is introduced to enhance the fusion quality of the lightweight model by guiding the student network to inherit discriminative representations from the teacher model while preserving a compact architecture.

Wenkuan Xie, Weiguo Pan, Jian-Cheng Zhang et al. · 0 citations

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