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Compass Rose: A Rotational Robust Signature for Optical Flow Computation

机译:罗盘玫瑰:光学流量计算的旋转鲁棒签名

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摘要

This paper proposes a new image signature, called Compass Rose, which is particularly suited to optical flow computation. It is differentiable, fast to compute, and robust to additive illumination changes, translation, and fast rotation. We design a sparse flow computation system based on the invariance of the Compass Rose signatures. This is then extended to dense motion estimation by the addition of an optional diffusion step. Quantitative testing on several benchmark sequences shows the Compass Rose attains higher accuracy than the traditional flow signatures under a range of conditions. Finally, we demonstrate its application to human motion estimation, which is challenging for optical flow methods due to fast limb rotation.
机译:本文提出了一种新的图像签名,称为Compass Rose,它特别适合于光流计算。它具有差异性,计算速度快,对附加照明变化,平移和快速旋转具有鲁棒性。我们设计了一个基于Compass Rose签名不变性的稀疏流计算系统。然后通过添加可选的扩散步骤将其扩展到密集运动估计。在多个基准序列上进行的定量测试表明,在一定条件下,罗盘玫瑰的精度要高于传统流量签名。最后,我们展示了其在人体运动估计中的应用,由于肢体快速旋转,这对于光流方法而言具有挑战性。

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