Taxi4D emerges as a comprehensive benchmark designed to measure the performance of 3D mapping algorithms. This intensive benchmark provides a extensive set of challenges spanning diverse settings, enabling researchers and developers to evaluate the weaknesses of their approaches. With providing a standardized platform for assessment, Taxi4D advanc