Taxi4D emerges as a essential benchmark designed to assess the performance of 3D mapping algorithms. This intensive benchmark provides a extensive set of scenarios spanning diverse settings, facilitating researchers and developers to compare the strengths of their solutions. By providing a consistent platform for assessment, Taxi4D contributes the