# Improving needle visibility in LED-based photoacoustic imaging using deep learning with semi-synthetic datasets

> Research article (Photoacoustics, 2022) · cited 26× · AI/ML

**Wikidata**: [openalex:W3212310744](https://www.wikidata.org/wiki/openalex:W3212310744)  
**Source**: https://4ort.xyz/entity/improving-needle-visibility-in-led-based-photoacoustic-imaging-using-deep-learning-with-semi-synthetic-datasets