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Hybrid multiscale affine and elastic image registration approach towards wireless capsule endoscope localization

机译:混合多尺度仿射和弹性图像配准方法在无线胶囊内窥镜定位中的应用

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Wireless capsule endoscope (WCE) enables the visualization of the interior of the gastrointestinal (GI) tract. In particular it is very important for the examination of regions in the small bowel that cannot be reached by conventional endoscopy techniques. However, when an abnormality is found in WCE images of the small bowel, it is unknown how far is this abnormality from an anatomical reference point. The primary objective of the present paper is to give a contribution to WCE localization, using image-based methods. The main focus of this work is on the description of a hybrid multiscale affine and elastic image registration approach, its experimental application on WCE videos, and comparison with a multiscale affine registration. The proposed approach intends to track the WCE motion, by using the successive WCE frames that image the walls of the elastic small intestine. It includes registrations that capture both rigid-like and non-rigid deformations, due respectively to the rigid-like WCE movement and the elastic deformation of the small intestine originated by the GI peristaltic movement. Furthermore, the proposed approach enables the extraction of two parameters (scale and rotation) from which the relathie displacement and orientation of the WCE inside the GI tract can be derived, via projective geometry. Under this approach an indicator of the WCE speed can be inferred, which can be clinically useful for video interpretation. The results of the experimental tests with real WCE video frames show the good performance of the proposed approach, when elastic deformations of the small intestine are involved in successive frames, and its superiority with respect to a multiscale affine image registration, which accounts for rigid-like deformations only and discards elastic deformations. (C) 2017 Elsevier Ltd. All rights reserved.
机译:无线胶囊内窥镜(WCE)可以可视化胃肠道(GI)的内部。尤其对于检查常规内窥镜检查技术无法到达的小肠区域非常重要。然而,当在小肠的WCE图像中发现异常时,未知该异常距解剖参考点有多远。本文的主要目的是使用基于图像的方法为WCE定位做出贡献。这项工作的主要重点是描述多尺度仿射和弹性图像混合配准方法,其在WCE视频上的实验应用以及与多尺度仿射配准的比较。提出的方法旨在通过使用对弹性小肠壁成像的连续WCE框架来跟踪WCE运动。它包括分别捕获由于刚性类WCE运动和胃肠蠕动引起的小肠弹性变形的刚性和非刚性变形的配准。此外,提出的方法能够提取两个参数(比例和旋转),可以通过射影几何从中得出WCE在胃肠道内的相对位移和方向。通过这种方法,可以推断出WCE速度的指标,这在临床上对视频解释很有用。使用实际WCE视频帧进行的实验测试结果表明,当连续帧中包含小肠的弹性变形时,该方法具有良好的性能,并且相对于多尺度仿射图像配准具有优越性。只喜欢变形而放弃弹性变形。 (C)2017 Elsevier Ltd.保留所有权利。

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