# LightingFormer: Transformer-CNN hybrid network for low-light image enhancement

> Research article (Computers & Graphics, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4402655207](https://www.wikidata.org/wiki/openalex:W4402655207)  
**Source**: https://4ort.xyz/entity/lightingformer-transformer-cnn-hybrid-network-for-low-light-image-enhancement