# Generating starting points for designing freeform imaging optical systems based on deep learning

> Research article (Optics Express, 2021) · cited 54× · AI/ML

**Wikidata**: [openalex:W3189906028](https://www.wikidata.org/wiki/openalex:W3189906028)  
**Source**: https://4ort.xyz/entity/generating-starting-points-for-designing-freeform-imaging-optical-systems-based-on-deep-learning