# Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network

> Research article (Journal of Intelligent Manufacturing, 2022) · cited 28× · AI/ML

**Wikidata**: [openalex:W4210436291](https://www.wikidata.org/wiki/openalex:W4210436291)  
**Source**: https://4ort.xyz/entity/research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr