# Automatic recognition of surface defects of hot rolled strip steel based on deep parallel attention convolution neural network

> Research article (Materials Letters, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4387036083](https://www.wikidata.org/wiki/openalex:W4387036083)  
**Source**: https://4ort.xyz/entity/automatic-recognition-of-surface-defects-of-hot-rolled-strip-steel-based-on-deep-parallel-attention-convolution-neural-n