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Full 3D rotation estimation in scanning electron microscope

机译:扫描电子显微镜中的全3D旋转估计

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Estimation of 3D object position is a crucial step for a variety of robotics and computer vision applications including 3D reconstruction and object manipulation. When working in microscale, new types of visual sensors are used such as Scanning Electron Microscope (SEM). Nowadays, micro- and nanomanipulation tasks, namely components assembly, are performed in teleoperated mode in most of the cases. Measuring object position and orientation is a crucial step towards automatic object handling. Current methods of pose estimation in SEM allow recovering full object movement using its computer-aided design (CAD) model. If the model is not known, most methods allow to estimate only in-plane translations and rotation around camera optical axis. In the literature, SEM is considered as a camera with parallel projection or an affine camera, which means image invariance to z-movement and bas-relief ambiguity. In this paper, authors address the problem of measuring full 3D rotation of the unknown scene for uncalibrated SEM without additional sensors. Rotations are estimated from image triplets by solving a spherical triangle from fundamental matrices only, without need of intrinsic calibration, allowing to avoid parallel projection ambiguities. The presented results, obtained in simulation and on real data, allow validating the proposed scheme.
机译:对于包括3D重建和对象操纵在内的各种机器人技术和计算机视觉应用,估计3D对象位置是至关重要的一步。在微尺度下工作时,会使用新型的视觉传感器,例如扫描电子显微镜(SEM)。如今,在大多数情况下,微操纵和纳米操纵任务(即组件装配)以遥距操作模式执行。测量物体的位置和方向是实现自动物体处理的关键步骤。 SEM中当前姿势估计的方法允许使用其计算机辅助设计(CAD)模型恢复整个对象的运动。如果模型未知,则大多数方法仅允许估计平面内平移和围绕相机光轴的旋转。在文献中,SEM被认为是具有平行投影的摄像机或仿射摄像机,这意味着图像随z移动和浅浮雕模糊性而不变。在本文中,作者解决了在没有附加传感器的情况下针对未校准的SEM测量未知场景的完整3D旋转问题。仅通过从基本矩阵求解球面三角形即可从图像三元组估计旋转,而无需进行内在校准,从而避免了平行投影的歧义。通过仿真和真实数据获得的结果可以验证所提出的方案。

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