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Li Li

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Open access Aug 2026

HRFNet: Ground-Truth-Guided Kullback–Leibler Divergence Routing for Semantics-Aware Multi-Branch Segmentation of Urban Driving Scenes

Multi-branch networks combine backbones whose inductive biases are complementary, but their fusion modules set the branch weights from feature statistics alone and are therefore blind to what a pixel represents. We supervise fusion in label space instead. Ground-truth labels are converted into per-pixel routing targets...

Wen-Feng Zhu, Jingmin Tu, Hai-Ting Huang et al. · 0 citations
Aug 2026

Combining transformer global and task-relevant local CNN features for retail product recognition

Inspired by human visual perception, where individuals first perceive an object globally and then focus on salient local details, the proposed hybrid CNN-Transformer architecture captures global representations and employs attention maps to refine task-relevant local features.

Abdulaziz Ali, Si-Yuan You, Li Li et al. · 0 citations

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