# A visual defect detection for optics lens based on the YOLOv5 -C3CA-SPPF network model

> Research article (Optics Express, 2022) · cited 75× · AI/ML

**Wikidata**: [openalex:W4312218191](https://www.wikidata.org/wiki/openalex:W4312218191)  
**Source**: https://4ort.xyz/entity/a-visual-defect-detection-for-optics-lens-based-on-the-yolov5-c3ca-sppf-network-model