# Automated Extraction of Human Settlement Patterns From Historical Topographic Map Series Using Weakly Supervised Convolutional Neural Networks

> Research article (IEEE Access, 2019) · cited 56× · AI/ML

**Wikidata**: [openalex:W2998358022](https://www.wikidata.org/wiki/openalex:W2998358022)  
**Source**: https://4ort.xyz/entity/automated-extraction-of-human-settlement-patterns-from-historical-topographic-map-series-using-weakly-supervised-convolu