Recently, the School of Earth Science and Technology and the High Performance Geographic computing team of Henan Provincial Supercomputing Center have jointly conducted research and made positive progress in the direction of high performance geographic computing. The research results are published in the leading international journal IEEE Transactions on Geoscience and Remote Sensing as a paper entitled "Robust Deep Neural Networks for Road Extraction from Remote Sensing Images".Zhengzhou University is the affiliation of the first author, doctoral student Li Panle is the first author, and Professor He Xiaohui is the corresponding author.