Optical Character Recognition (OCR) for Manchu is hindered by large intra-domain variation caused by diverse fonts. Consequently, traditional end-to-end models perform poorly in zero-shot cross-domain scenarios. To address this bottleneck, we propose a two-stage decoupled paradigm, “Normalize-then-Recognize,” and const...
Hang Yu, Da-Dong Wang, Yu Zhou et al.· Symmetry· 0 citations
Enlarged perivascular spaces (ePVS) are small, sparse MRI-visible markers of cerebral small vessel disease and brain ageing. Their size, low contrast, and severe foreground-background imbalance make automated segmentation challenging. Existing methods are mainly cross-sectional and do not model temporal consistency, li...
S. Hayashi, Lei Fan, Jiyang Jiang et al.· Journal of imaging informati...· 0 citations
An AS-Split Conformer–Mamba framework that decouples local and global modeling into two explicit stages and achieves consistent improvements over strong baselines is proposed.
Lulu Qin, Xuan Fu, Mingchen Sun et al.· Electronics· 0 citations
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