Author

Wu-Xin Liu

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Open access Sep 2026

Explainable Ceramic-Form Classification and Visual Retrieval of Chinese Ceramic Cultural Heritage Using DINOv2 and Morphological Feature Fusion

The continued digitization of open museum collections provides new opportunities for the intelligent organization and visual discovery of cultural heritage. However, morphological similarity between ceramic forms, intra-class variation, and changing photographic conditions remain challenges for automated classification...

Zengyou Wang, Wu-Xin Liu, Ya-Xin Li et al. · Applied Sciences · 0 citations

#artificial intelligence Preprint Sep 2026

Copy the Same, Distill the Difference: Initializing Linear Vision Transformers

Linear Vision Transformers (ViTs) are designed to replace the attention in Softmax ViTs with the linear-complexity attention operator for more efficient token routing, but they require from-scratch pre-training and typically underperform the original Softmax version. How to initialize linear ViTs both efficiently and e...

Huai-Yuan Qin, Mu-Li Yang, Gabriel James Goenawan et al. · 0 citations