# Enhancing signal-to-noise ratio in real-time LED-based photoacoustic imaging: A comparative study of CNN-based deep learning architectures

> Research article (Photoacoustics, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4404885992](https://www.wikidata.org/wiki/openalex:W4404885992)  
**Source**: https://4ort.xyz/entity/enhancing-signal-to-noise-ratio-in-real-time-led-based-photoacoustic-imaging-a-comparative-study-of-cnn-based-deep-learn