# Crack segmentation network via difference convolution-based encoder and hybrid CNN-Mamba multi-scale attention

> Research article (Pattern Recognition, 2025) · cited 42× · AI/ML

**Wikidata**: [openalex:W4409816634](https://www.wikidata.org/wiki/openalex:W4409816634)  
**Source**: https://4ort.xyz/entity/crack-segmentation-network-via-difference-convolution-based-encoder-and-hybrid-cnn-mamba-multi-scale-attention