用仿射SIFT方法对WCE图像进行三维重建

Yichen Fan, M. Meng
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引用次数: 15

摘要

无线胶囊内窥镜(WCE)已逐渐应用于胃肠道,特别是小肠的检查。一个WCE视频包含超过50,000张图像,医生平均需要1.5小时以上的时间来对患者的胃肠道进行全面评估。然而,由于功耗和小型化设计的原因,捕获的图像存在分辨率和照度不变性的问题。此外,WCE摄像机的运动是不可控的,增加了WCE图像灵感的复杂性和分析图像序列所需的时间,即使是经验丰富的内窥镜医师。由于这些限制,需要一种工具来帮助医生做出快速可靠的诊断。本文提出了一种利用仿射尺度不变特征变换(SIFT)重建肠壁三维表面的方法。该算法可以帮助在选定的连续帧内重建胃肠道的管状表面。它通过对一系列WCE图像应用仿射SIFT特征检测器和描述符来估计WCE的相对运动。利用极极几何进一步约束匹配的特征点,以获得精确的三维视图。在真实的WCE图像上进行了实验,验证了该方法的有效性。综上所述,我们的系统可以提供更多信息和友好的虚拟化WCE图像,以减少医生用于异常检测的总时间。
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3D reconstruction of the WCE images by affine SIFT method
Wireless capsule endoscopy (WCE) has been gradually applied for examining the gastrointestinal (GI) tract, particular the small intestine. One WCE video comprised over 50,000 images requires more than 1.5 hours in an average for the physician to give a full assessment of the patient's GI tract. However, for the power consumption reason and the miniature-design, the captured images are suffering from the resolution and illumination invariance. Moreover, the motion of the WCE camera is uncontrollable increases the complexity of the WCE images inspiration and the time needed for analyzing the image sequences even for experienced endoscopiest. Due to these limitations, a tool is required to help physicians to make fast and reliable diagnosis. In this paper, we propose a method to reconstruct the three dimension surface of the intestinal wall by the affine scale invariant feature transform (SIFT). This algorithm can help to reconstruct the GI tract's tube-like surface within selected consecutive frames. It estimates the relative movement of the WCE by applying the affine SIFT feature detector and descriptor to a sequence of WCE images. Epipolar geometry is employed to further constrain the matching feature points in order to obtain accurate 3D view. The experiments on real WCE images are presented to show the performance of our proposed method. As a conclusion, our system can provide a more informative and friendly virtualization of the WCE images to reduce the total time spent for abnormalities detections for physicians.
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