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Ming-Qiu Liang

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#artificial intelligence Preprint Sep 2026

Beyond Pixel Reconstruction: Retrieval-Guided Glyph-Aware Restoration for Low-Resource Manchu Historical Documents

Historical Manchu documents preserve invaluable linguistic and cultural heritage, yet their digitization is hindered by severe degradations and the scarcity of paired training data. Existing document restoration methods primarily optimize pixel-level reconstruction, which can produce visually plausible results while fa...

T. Huang, Dongdong Wang, Ming-Qiu Liang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Think Before You Restore: Risk-Aware Manchu Manuscript Restoration with Stroke-Guided Attention

SAGE-Restore (Stroke-Aware Gated rEstoration), a selective restoration framework that first assesses where restoration is needed and then uses this assessment to guide restoration candidate generation and pixel-level selection, is proposed.

Ming-Qiu Liang, Dongdong Wang, Si-Yang Lu et al. · 0 citations

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