Document restoration using 3D shape: a general deskewing algorithm for arbitrarily warped documents

M. S. Brown, W. Seales
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引用次数: 120

Abstract

We present a framework for restoring arbitrarily warped and deformed documents to their original planar shape. The impetus for this work is the need for tools and techniques to help digitally preserve and restore fragile manuscripts. Current digitization is performed under the assumption that the documents are flat, with subsequent image-processing and restoration algorithms either relying on this assumption or attempting to overcome it without shape information. Although most manuscripts were originally flat, many become deformed from damage and deterioration. Physical flattening is not possible without risking further, possibly irreversible, damage. Our framework addresses this restoration problem with two primary contributions. First, we present a working 3D digitization setup that acquires a 3D model with accurate shape-to-texture registration under multiple lighting conditions. Second, we show how the 3D model and a mass-spring particle system can be used together as a framework for digital flattening. We show that this restoration process can correct document deformations and can significantly improve subsequent document analysis.
使用3D形状的文档恢复:用于任意扭曲文档的通用倾斜算法
我们提出了一个框架,用于恢复任意弯曲和变形的文件到其原始平面形状。这项工作的推动力是需要工具和技术来帮助数字化保存和修复脆弱的手稿。当前的数字化是在假设文档是平面的情况下进行的,随后的图像处理和恢复算法要么依赖于这一假设,要么试图在没有形状信息的情况下克服这一假设。虽然大多数手稿最初是平的,但许多手稿因损坏和变质而变形。物理上的扁平化不可能不冒进一步的、可能是不可逆转的损害的风险。我们的框架通过两个主要贡献来解决这个恢复问题。首先,我们提出了一个工作的3D数字化设置,在多种光照条件下获得具有精确形状到纹理配准的3D模型。其次,我们展示了如何将3D模型和质量-弹簧粒子系统一起用作数字平坦化的框架。我们表明,这种恢复过程可以纠正文件变形,并可以显著提高后续文件分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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