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稳健的历史羊皮纸 XMT 图像虚拟展开。

Robust Virtual Unrolling of Historical Parchment XMT Images.

出版信息

IEEE Trans Image Process. 2018 Apr;27(4):1914-1926. doi: 10.1109/TIP.2017.2783626. Epub 2017 Dec 18.

Abstract

We develop a framework to virtually unroll fragile historical parchment scrolls, which cannot be physically unfolded via a sequence of X-ray tomographic slices, thus providing easy access to those parchments whose contents have remained hidden for centuries. The first step is to produce a topologically correct segmentation, which is challenging as the parchment layers vary significantly in thickness, contain substantial interior textures and can often stick together in places. For this purpose, our method starts with linking the broken layers in a slice using the topological structure propagated from its previous processed slice. To ensure topological correctness, we identify fused regions by detecting junction sections, and then match them using global optimization efficiently solved by the blossom algorithm, taking into account the shape energy of curves separating fused layers. The fused layers are then separated using as-parallel-as-possible curves connecting junction section pairs. To flatten the segmented parchment, pixels in different frames need to be put into alignment. This is achieved via a dynamic programming-based global optimization, which minimizes the total matching distances and penalizes stretches. Eventually, the text of the parchment is revealed by ink projection. We demonstrate the effectiveness of our approach using challenging real-world data sets, including the water damaged fifteenth century Bressingham scroll.

摘要

我们开发了一个框架,可以对易碎的历史羊皮卷进行虚拟展开,这些羊皮卷无法通过一系列 X 射线断层扫描片进行物理展开,从而可以轻松访问那些内容隐藏了几个世纪的羊皮卷。第一步是进行拓扑正确的分割,这是一项具有挑战性的任务,因为羊皮卷的层厚度差异很大,内部纹理丰富,而且经常在某些地方粘在一起。为此,我们的方法首先使用从上一个处理过的切片传播的拓扑结构连接切片中的断裂层。为了确保拓扑正确性,我们通过检测连接部分来识别融合区域,然后使用 blossom 算法有效地解决全局优化问题,同时考虑分离融合层的曲线的形状能量。然后使用尽可能平行的曲线连接连接部分对融合层进行分离。为了使分段的羊皮卷变平,不同帧中的像素需要对齐。这是通过基于动态规划的全局优化来实现的,该优化最小化总匹配距离并惩罚拉伸。最终,通过墨水投影显示羊皮卷的文字。我们使用具有挑战性的真实世界数据集,包括十五世纪受损的布雷斯汉姆卷,展示了我们方法的有效性。

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