Taxi4D emerges as a comprehensive benchmark designed to evaluate the efficacy of 3D mapping algorithms. This intensive benchmark provides a diverse set of challenges spanning diverse settings, facilitating researchers and developers to contrast the strengths of their solutions. By providing a consistent platform for benchmarking, Taxi4D advances t