# Image Classification Method Based on Improved Deep Convolutional Neural Networks for the Magnetic Flux Leakage (MFL) Signal of Girth Welds in Long-Distance Pipelines

> Research article (Sustainability, 2022) · cited 16× · AI/ML

**Wikidata**: [openalex:W4297237520](https://www.wikidata.org/wiki/openalex:W4297237520)  
**Source**: https://4ort.xyz/entity/image-classification-method-based-on-improved-deep-convolutional-neural-networks-for-the-magnetic-flux-leakage-mfl-signa