# Roughness classification detection of Swin-Transformer model based on the multi-angle and convertible image environment

> Research article (Nondestructive Testing And Evaluation, 2023) · cited 15× · AI/ML

**Wikidata**: [openalex:W4321236372](https://www.wikidata.org/wiki/openalex:W4321236372)  
**Source**: https://4ort.xyz/entity/roughness-classification-detection-of-swin-transformer-model-based-on-the-multi-angle-and-convertible-image-environment