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Peng Cai

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#computer vision Preprint Aug 2026

NaviDC-OCR: Navigating Document Parsing Across Digital and Camera-Captured Documents

NaviDC-OCR introduces deformation-aware learning to incorporate geometric perception into VLMs and proposes an adaptive sampling mechanism for complex layout representation, and a content-structure decoupled learning strategy is developed to explicitly model formula grammars and table structures, enabling more effective structured representation learning.

Peng Cai, Zhaofan Zou, Shifa Liu et al. · 0 citations

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