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Conference Aug 2026

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

Few-shot fine-grained image classification (FS-FGIC) aims to distinguish visually similar subcategories with only a handful of labeled examples, posing significant challenges due to subtle inter-class differences and large intra-class variations. Existing methods often fail to fully leverage complementary information f...

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, Jiancheng Zhang et al. · 0 citations

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