Taxi4D emerges as a essential benchmark designed to evaluate the performance of 3D localization algorithms. This rigorous benchmark presents a extensive set of scenarios spanning diverse settings, enabling researchers and taxi4d developers to contrast the abilities of their systems. By providing a