在多目标跟踪中,数据关联是指将最新的检测结果和被跟踪目标的预测状态关联起来。全局最近邻算法可以说是有用的算法里最简单的。
全局最近邻算法的核心思想是全局优化,通过考虑所有的观测和候选目标,找到一种整体匹配,使得总的代价最小。这里的代价常用观测向量的欧氏距离。
参考资料:
[](R. Jonker and A. Volgenant, "A shortest augmenting path algorithm for dense and spare linear assignment problems", Computing, Vol. 38, pp. 325-340, 1987.)
[1]: [G. Paterniani et al., "Radar-Based Monitoring of Vital Signs: A Tutorial Overview," in Proceedings of the IEEE, vol. 111, no. 3, pp. 277-317, March 2023, doi: 10.1109/JPROC.2023.3244362.](https://github.com/scipy/scipy/blob/main/scipy/optimize/rectangular_lsap/rectangular_lsap.cpp)