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Feasibility of a touch-free user interface for ultrasound snapshot-guided nephrostomy

机译:非接触式用户界面在超声快照引导下肾造瘘术中的可行性

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PURPOSE: Clinicians are often required to interact with visualization software during image-guided medical interventions, but sterility requirements forbid the use of traditional keyboard and mouse devices. In this study we attempt to determine the feasibility of using a touch-free interface in a real time procedure by creating a full gesture-based guidance module for ultrasound snapshot-guided percutaneous nephrostomy. METHODS: The workflow for this procedure required a gesture to select between two options, a "back" and "next" gesture, a "reset" gesture, and a way to mark a point on an image. Using an orientation sensor mounted on the hand as input device, gesture recognition software was developed based on hand orientation changes. Five operators were recruited to train the developed gesture recognition software. The participants performed each gesture ten times and placed three points on predefined target positions. They also performed tasks unrelated to the sought-after gestures to evaluate the specificity of the gesture recognition. The orientation sensor measurements and the position of the marked points were recorded. The recorded data sets were used to establish threshold values and optimize the gesture recognition algorithm. RESULTS: For the "back", "reset" and "select option" gesture, a 100% recognition accuracy was achieved. For the "next" gesture, a 92% recognition accuracy was obtained. With the optimized gesture recognition software no misclassified gestures were observed when testing the individual gestures or when performing actions unrelated to the sought-after gestures. The mean point placement error was 0.55 mm with a standard deviation of 0.30 mm. The mean placement time was 4.8 seconds. CONCLUSION: The system that was developed is promising and demonstrates potential for touch-free interfaces in the operating room.
机译:目的:在图像引导的医疗干预过程中,经常需要临床医生与可视化软件进行交互,但是无菌要求禁止使用传统的键盘和鼠标设备。在这项研究中,我们试图通过为超声快照引导的经皮肾造瘘术创建一个基于手势的完整指导模块,来确定在实时过程中使用非接触式界面的可行性。方法:此过程的工作流程需要一个手势在两个选项之间选择,即“后退”和“下一个”手势,“重置”手势以及在图像上标记点的方式。使用安装在手上的方向传感器作为输入设备,基于手的方向变化开发了手势识别软件。招募了五名操作员来培训开发的手势识别软件。参与者每个手势执行十次,并将三个点放置在预定义的目标位置上。他们还执行了与所寻求的手势无关的任务,以评估手势识别的特异性。记录方向传感器的测量值和标记点的位置。记录的数据集用于建立阈值和优化手势识别算法。结果:对于“后退”,“重置”和“选择选项”手势,实现了100%的识别精度。对于“下一个”手势,获得了92%的识别精度。使用优化的手势识别软件,在测试单个手势或执行与所寻求的手势无关的动作时,不会观察到错误分类的手势。平均点放置误差为0.55毫米,标准偏差为0.30毫米。平均放置时间为4.8秒。结论:开发的系统是有前途的,并展示了手术室中非接触式界面的潜力。

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