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Improved automated brachytherapy seed localization in trans-urethral ultrasound data

机译:经尿道超声数据中改进的近距离放射治疗自动种子定位

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摘要

The utility of Trans-urethral ultrasound(TUUS) for permanent prostate brachytherapy is dependent on the quality of the data acquired. Previous work on Trans-urethral ultrasound suggested that TUUS acquires higher quality images than Trans-rectal ultrasound. Manual segmentation of TUUS data limits the utility of TUUS intra-operative, however, automated segmentation methods can be used to reduce the processing time. This research describes a segmentation paradigm which incorporates a priori information about the implanted seeds in order to provide a reasonable segmentation. The segmentation framework incorporates information about the size, shape, and orientation of the seeds. The paradigm integrates this information using fuzzy inference rules. The results show that the automated method is at least 4 times faster than manual segmentation. The sensitivity and specificity of the method were 76% and 93%, respectively. The decrease sensitivity is acceptable because it is the specificity which is more critical in determining if adequate dose has been delivered. Future work with this method will increase accuracy by incorporating additional information about the seeds.
机译:经尿道超声(TUUS)用于永久性前列腺近距离放射治疗的实用性取决于所获取数据的质量。先前有关经尿道超声的工作表明,TUUS所获得的图像质量比经直肠超声高。 TUUS数据的手动分割限制了术中TUUS的实用性,但是,可以使用自动分割方法来减少处理时间。这项研究描述了一种分割范例,该范例结合了有关植入种子的先验信息,以便提供合理的分割。分割框架包含有关种子的大小,形状和方向的信息。范式使用模糊推理规则集成了此信息。结果表明,自动方法比手动分割至少快4倍。该方法的灵敏度和特异性分别为76%和93%。降低灵敏度是可以接受的,因为在确定是否已递送足够剂量时,特异性更为关键。通过结合有关种子的其他信息,使用此方法的未来工作将提高准确性。

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