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Automatic Tooth Segmentation of Dental Mesh Based on Harmonic Fields

机译:基于谐波场的牙科网格牙齿自动分割

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摘要

An important preprocess in computer-aided orthodontics is to segment teeth from the dental models accurately, which should involve manual interactions as few as possible. But fully automatic partition of all teeth is not a trivial task, since teeth occur in different shapes and their arrangements vary substantially from one individual to another. The difficulty is exacerbated when severe teeth malocclusion and crowding problems occur, which is a common occurrence in clinical cases. Most published methods in this area either are inaccurate or require lots of manual interactions. Motivated by the state-of-the-art general mesh segmentation methods that adopted the theory of harmonic field to detect partition boundaries, this paper proposes a novel, dental-targeted segmentation framework for dental meshes. With a specially designed weighting scheme and a strategy of a priori knowledge to guide the assignment of harmonic constraints, this method can identify teeth partition boundaries effectively. Extensive experiments and quantitative analysis demonstrate that the proposed method is able to partition high-quality teeth automatically with robustness and efficiency.
机译:在计算机辅助正畸中的重要预处理是从牙齿模型中准确分割牙齿,这应包括尽可能少的手动交互。但是,对所有牙齿进行全自动分割并不是一件容易的事,因为牙齿以不同的形状出现,并且它们的排列方式在每个人之间都不相同。当发生严重的牙齿错合和拥挤问题时,这种困难会加剧,这在临床病例中很常见。该领域中大多数已发布的方法要么不准确,要么需要大量手动交互。受采用谐波场理论检测分区边界的最新通用网格分割方法的启发,本文提出了一种新颖的,以牙齿为目标的牙齿网格分割框架。通过专门设计的加权方案和先验知识的策略来指导谐波约束的分配,该方法可以有效地识别齿的划分边界。大量的实验和定量分析表明,该方法能够可靠,高效地自动分割高质量的牙齿。

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