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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:3D对象位置的估计是各种机器人和计算机视觉应用的重要步骤,包括3D重建和对象操纵。在Microscale工作时,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,在远程化模式下进行微型和纳米尺寸任务即组件组件。测量对象位置和方向是朝向自动对象处理的重要步骤。 SEM中的姿势估计方法允许使用其计算机辅助设计(CAD)模型来恢复全对象运动。如果模型未知,大多数方法允许仅估计相机光轴围绕平面的平面翻译和旋转。在文献中,SEM被认为是具有平行投影的相机或仿射照相机,这意味着与Z运动和浅浮动模糊的图像不变性。在本文中,作者解决了在没有额外传感器的情况下为未校准SEM测量未知场景的全3D旋转的问题。通过仅从基质矩阵求解球形三角形的图像三元组来估计旋转,而无需内在校准,允许避免并行投影歧义。在仿真和实际数据中获得的呈现结果允许验证所提出的方案。

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