# A fast and effective deep learning approach for road extraction from historical maps by automatically generating training data with symbol reconstruction

> Research article (International Journal of Applied Earth Observation and Geoinformation, 2022) · cited 26× · AI/ML

**Wikidata**: [openalex:W4292994023](https://www.wikidata.org/wiki/openalex:W4292994023)  
**Source**: https://4ort.xyz/entity/a-fast-and-effective-deep-learning-approach-for-road-extraction-from-historical-maps-by-automatically-generating-trainin