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Using computer vision techniques on CT scans to measure changes in ventricular volume to aid in the diagnosis of hydrocephalus.

机译:在CT扫描上使用计算机视觉技术来测量心室容量的变化,以帮助诊断脑积水。

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Hydrocephalus causes the size of the cerebral ventricles to change. Current subjective assessment of ventricles by neuroradiologists and neurosurgeons has limited accuracy, because of the complex shape of the ventricular system.; To calculate the volume of the ventricles, an algorithm (CSV) which combined segmentation and volume calculation was developed. The ventricles of a CT scan of the head were segmented and their volumes were calculated. The segmentation method was tested on 15 clinical cases and the similarity index was above 0.7. The volume calculation algorithm was tested on both analytical and physical phantoms. The accuracy of the volume was controlled within an error of 5%. Finally CSV was tested on 8 more clinical cases where the patient had been imaged on two occasions and the outcome diagnosis was known. A volume change of less than 5% in the normal cases and greater than 20% in the cases diagnosed with hydrocephalus was calculated. This shows our algorithm (CSV) is capable of distinguishing hydrocephalus.
机译:脑积水导致脑室大小改变。由于心室系统的形状复杂,目前由神经放射科医生和神经外科医生对心室进行的主观评估准确性有限。为了计算心室的体积,开发了一种将分割和体积计算相结合的算法(CSV)。头部CT扫描的心室被分割并计算其体积。该分割方法在15例临床病例中进行了测试,相似性指数在0.7以上。体积计算算法已在解析模型和物理模型上进行了测试。体积的精度控制在5%以内。最后,在另外两次对患者进行了成像并且知道结果诊断的8例临床病例中,对CSV进行了测试。计算出正常情况下体积变化小于5%,诊断为脑积水的体积变化大于20%。这表明我们的算法(CSV)能够区分脑积水。

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