Buildingcompact 3D maps of the environment models has become an important research topic. This paper presented an efficient stream decimation algorithm of massive meshes. The algorithm adapted the pre-processing step leading to lower in-core memory consumption. This algorithm is applied to reconstructing compact terrain with mobile robot, achieving satisfying results.