A Survey of Surface Defect Detection in Machine Vision: Addressing Core Challenges, Methodologies, and Dataset Analysis
Abstract
This paper presents a systematic survey of machine vision-based surface defect detection technologies, focusing on five core challenges in the field: interference from complex backgrounds, small object detection, class imbala... | Find, read and cite all the research you need on Tech Science Press
Fields of Study & Subjects
Advanced Neural Network Applications
Industrial Vision Systems and Defect Detection
Infrastructure Maintenance and Monitoring
Publication details
- Journal / source
- Computers, materials & continua/Computers, materials & continua (Print)
- Publisher
- Tech Science Press
- Volume
- 88
- Issue
- 2
- Pages
- 1–10
- Publication date
- 1 January 2026
- Language
- EN