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Index trees for accelerating deformable template matching

机译:索引树,用于加速可变形模板匹配

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摘要

An improved method for deformable shape-based object detection and segmentation is described. A pre-computed index tree is used to improve the speed of deformable template fitting. Simple shape features are sued as keys in a pre- generated index tree of model instances. A coarse to fine indexing scheme is used at different levels of the tree to further improve speed. The index tree approach is demonstrated as an improvement to a previously-reported template-based region segmentation system. Experimental results show that when index trees are used, the speedup is significant while accuracy of shape-based indexing is maintained.
机译:描述了一种用于基于形状的可变形物体检测和分割的改进方法。预先计算的索引树用于提高可变形模板拟合的速度。简单形状特征用作模型实例的预生成索引树中的键。在树的不同级别上使用了从粗到精的索引方案,以进一步提高速度。索引树方法被证明是对先前报告的基于模板的区域分割系统的改进。实验结果表明,使用索引树时,在保持基于形状的索引的准确性的同时,加速效果显着。

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