Taxi4D emerges as a essential benchmark designed to evaluate the efficacy of 3D mapping algorithms. This thorough benchmark presents a diverse set of scenarios spanning diverse settings, enabling researchers and developers to compare the weaknesses of their systems. By providing a uniform platform for evaluation, Taxi4D contributes the advancement