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Retrival of articulate objects from images and video using invariant signatures

机译:使用不变签名从图像和视频中检索铰接物对象

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In this paper, we propose a new method of retrieving multipart, articulate objects from images and video. The scheme is particularly well suited for analyzing images and video for objects that can pose differently with possible shape deformation and articulated motion. The scheme involves computing an invariant signature for each segmented region in the image, in a manner that is insensitive to translation, rotation, scale, and shear. Using circular crosscorrelation, these signatures can then be efficiently compared with that of user-defined regions of interest. Ambiguities between individual region matches are then resolved through relaxation labeling techniques. A final match is established when a collection of segmented regions conform to the query object, both in terms of local shape description and global structural relation. The scheme thus allows for articulated movement of object parts within the scene. The procedure is easy to implement, yet shows promising results in its ability to isolate interesting regions in images and video, to account for structural and relational constraints among regions, and to integrate both local shape and global structural information for a detailed examination of the scene in a way that is invariant to many visual variations.
机译:在本文中,我们提出了一种检索多部分的新方法,从图像和视频中阐明对象。该方案特别适合于分析图像和视频,用于以可能的形状变形和铰接运动不同地姿态姿态。该方案涉及计算图像中的每个分段区域的不变签名,以不敏感到翻译,旋转,刻度和剪切不敏感的方式。使用圆形横卡,然后可以将这些签名与用户定义的感兴趣区域的区域有效地进行比较。然后通过放松标签技术解决各个地区匹配之间的含糊之处。在局部形状描述和全局结构关系方面,当分段区域集合符合查询对象时,建立了最终匹配。因此,该方案允许在场景内铰接地移动物体部分。该程序易于实施,但是有希望导致其能够在图像和视频中隔离有趣区域,以考虑区域之间的结构和关系约束,并集成局部形状和全局结构信息以进行详细检查场景的详细检查以一种不变的方式对许多视觉变化。

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