A new paper has been published:
@article{sum2021, author = {Weixiao Gao and Liangliang Nan and Bas Boom and Hugo Ledoux}, title = {SUM: A Benchmark Dataset of Semantic Urban Meshes}, journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, volume = {179}, pages = {108-120}, year={2021}, issn = {0924-2716}, doi = {10.1016/j.isprsjprs.2021.07.008}, url = {https://www.sciencedirect.com/science/article/pii/S0924271621001854}, }
The contributions of this paper are a semantic-rich urban mesh dataset of six classes of common urban objects with texture information; a semi-automatic mesh annotation framework consisting of two parts: a pipeline for semantic mesh segmentation and an annotation tool for semantic refinement; a comprehensive evaluation and comparison of the state-of-the-art semantic segmentation methods on the new dataset. For more information, please visit our project website.