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SYSTEM AND METHOD FOR GENERATING SIMULATED SCENES FROM OPEN MAP DATA FOR MACHINE LEARNING
SYSTEM AND METHOD FOR GENERATING SIMULATED SCENES FROM OPEN MAP DATA FOR MACHINE LEARNING
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机译:从开放地图数据生成模拟场景以进行机器学习的系统和方法
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摘要
Systems and methods for generating simulated scenes from open map data for machine learning are presented. The system includes an automatic scene generative pipeline that uses freely-available map information and random texture maps to create large-scale 3D urban scene layouts for supervised learning methods. The system generates synthetic datasets that have improved generalization capabilities with respect to a given target domain of interest using data from open maps and texture map from the same geographic locations. Data from the generation pipeline of the system improves a model's generalization to real image sets beyond arbitrarily-simulated sets or labeled real data from other geographical regions.
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