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cs.CV2026
Beyond Pixel Reconstruction: Retrieval-Guided Glyph-Aware Restoration for Low-Resource Manchu Historical Documents
Ting Huang, Dongdong Wang, Mingqiu Liang +1
Historical Manchu documents preserve invaluable linguistic and cultural heritage, yet their digitization is hindered by severe degradations and the scarcity of paired training data…
cs.CV2026
Think Before You Restore: Risk-Aware Manchu Manuscript Restoration with Stroke-Guided Attention
Mingqiu Liang, Dongdong Wang, Siyang Lu +2
Full-page blind restoration of historical Manchu manuscripts is challenging due to scarce annotations, unknown degradation regions, and fragile connected strokes. Generic restorati…