首页> 外文会议>Intelligent Robots and Computer Vision XVII: Algorithms, Techniques, and Active Vision >Active object recognition using appearance-based representations derived from solid geometric models
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Active object recognition using appearance-based representations derived from solid geometric models

机译:使用从实体几何模型派生的基于外观的表示进行活动对象识别

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Abstract: We present new test results for our active objectrecognition algorithms. The algorithms are used toclassify and estimate the pose of objects in differentstable rest positions and automatically re-position thecamera if the class or pose of an object is ambiguousin a given image. Multiple object views are now used indetermining both the final object class and poseestimate; previously, multiple views were used forclassification only. A feature space trajectory (FST)in eigenspace is used to represent 3D distorted viewsof an object. FSTs are constructed using imagesrendered from solid models. We discuss lighting andmaterial settings for photorealism in the renderingprocess. The FSTs are analyzed to determine the camerapositions that best resolve ambiguities. Real objectsare recognized from intensity images using the FSTrepresentation derived from rendered imagery.!17
机译:摘要:我们为我们的主动对象识别算法提供了新的测试结果。该算法用于分类和估计处于不同稳定静止位置的物体的姿态,如果物体的类别或姿态在给定图像中不明确,则自动重新定位相机。现在使用多个对象视图来确定最终的对象类和姿势估计。以前,多个视图仅用于分类。本征空间中的特征空间轨迹(FST)用于表示对象的3D扭曲视图。 FST是使用从实体模型渲染的图像构造的。我们讨论了渲染过程中用于真实感的照明和材质设置。对FST进行分析,以确定可以最好地解决歧义的摄像机位置。使用从渲染图像得出的FST表示从强度图像中识别出真实物体!17

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