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Toward the design of a novel surgeon-computer interface using image processing of surgical tools in minimally invasive surgery

机译:在微创手术中使用手术工具的图像处理来设计新颖的外科医生-计算机界面

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Minimally invasive surgery (or key-hole surgery) is an alternative to open surgery has been gaining popularity among patients and health delivery systems. In general, to view the surgical site, an endoscope is inserted into the abdominal cavity though natural or artificial incision. Long stem surgical tools are also inserted through supporting incisions. The surgeon can then perform the operation by indirectly viewing the scene and manipulating the surgical tools. While viewing the monitor, the surgeon do not have any automatic access to preoperative images or patient specific data or be able to manipulate superimpose them on the viewing monitor. This paper presents a novel approach based on image processing of the surgical site and neural network framework for classifying and identifying gestures of surgical tools and classification of their motions. Seven feature quantities were selected as an input to a feed-forward neural network. Experimental analysis of the classification was carried-out for single tools and multiple tool gestures in an in-vitro setting. Through a number of trails we were able to demonstrate the feasibility of our gesture recognition approaches.
机译:微创手术(或锁孔手术)是开放手术的一种替代选择,已在患者和医疗服务系统中获得普及。通常,为了观察手术部位,可通过自然或人工切口将内窥镜插入腹腔。长柄外科工具也通过支撑切口插入。然后,外科医生可以通过间接查看场景并操纵手术工具来执行手术。在查看监视器时,外科医生无法自动访问术前图像或患者特定数据,也无法将其叠加在查看监视器上。本文提出了一种基于手术部位图像处理和神经网络框架的新颖方法,用于对手术工具的手势进行分类和识别以及对其动作进行分类。选择七个特征量作为前馈神经网络的输入。在体外环境中对单个工具和多个工具手势进行了分类的实验分析。通过许多实验,我们能够证明我们的手势识别方法的可行性。

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