3-Dimensional Sonic Phase-invariant Echo Localization

被引:2
作者
Hahne, Christopher [1 ]
机构
[1] Univ Bern, ARTORG Ctr, Artificial Intelligence Med Imaging Grp, CH-3008 Bern, Switzerland
来源
2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, ICRA | 2023年
关键词
D O I
10.1109/ICRA48891.2023.10161199
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Parallax and Time-of-Flight (ToF) are often regarded as complementary in robotic vision where various light and weather conditions remain challenges for advanced camera-based 3-Dimensional (3-D) reconstruction. To this end, this paper establishes Parallax among Corresponding Echoes (PaCE) to triangulate acoustic ToF pulses from arbitrary sensor positions in 3-D space for the first time. This is achieved through a novel round-trip reflection model that pinpoints targets at the intersection of ellipsoids, which are spanned by sensor locations and detected arrival times. Inter-channel echo association becomes a crucial prerequisite for target detection and is learned from feature similarity obtained by a stack of Siamese Multi-Layer Perceptrons (MLPs). The PaCE algorithm enables phase-invariant 3-D object localization from only 1 isotropic emitter and at least 3 ToF receivers with relaxed sensor position constraints. Experiments are conducted with airborne ultrasound sensor hardware and back this hypothesis with quantitative results.
引用
收藏
页码:4121 / 4127
页数:7
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