arXiv:2410.17997cs.CV2024-10

已知两个竖直对齐地标位置,用加速度计辅助求解相机位姿,有唯一或两解。

Characterization of the multiplicity of solutions for camera pose given two vertically-aligned landmarks and accelerometer

  • 结合加速度计与两个竖直对齐地标,推导相机位姿求解的数学条件
  • 在多数实际场景下(同高地标、相机异高)仅有唯一解
  • 适用于移动端实现,且对地标标签无要求

研究配备加速度计的相机,仅通过两个已知坐标系中竖直对齐的标记点位置及传感器图像,恢复相机的位置与姿态。该问题为经典PnP问题的变体,不依赖重力数据。证明了在三类奇异情况下存在无穷多解,一类情况有唯一解,另一类有两解,并精确刻画各类情形。特别地,在两个地标等高而相机高度不同时,总存在唯一解。通过数值模拟和消费级手机实现验证。若地标未标注,则除前述奇异情况外,仍恒有一解或两解。

原文摘要 · Abstract (English)

We consider the problem of recovering the position and orientation of a camera equipped with an accelerometer from sensor images of two labeled landmarks whose positions in a coordinate system aligned in a known way with gravity are known. This a variant on the much studied P$n$P problem of recovering camera position and orientation from $n$ points without any gravitational data. It is proved that in three types of singular cases there are infinitely many solutions, in another type of case there is one, and in a final type of case there are two. A precise characterization of each type of case. In particular, there is always a unique solution in the practically interesting case where the two landmarks are at the same altitude and the camera is at a different altitude. This case is studied by numerical simulation and an implementation on a consumer cellphone. It is also proved that if the two landmarks are unlabeled, then apart from the same singular cases, there are still always one or two solutions.

相机位姿传感器融合几何求解

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