Classification and Fast Few-Shot Learning of Steel Surface Defects with Randomized Network

Classification and Fast Few-Shot Learning of Steel Surface Defects with Randomized Network

Quality inspection is inevitable in the steel industry so there are already benchmark datasets for the visual inspection of steel surface defects. In our work, we show, contrary to previous recent articles, that a generic state-of-art deep neural network is capable of almost-perfect classification o...

Full description

Bibliographic Details
Main Authors: Amr M. Nagy, László Czúni
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Applied Sciences
Subjects:
steel surface defects
visual inspection
deep learning
few-shot learning
EfficientNet
randomized neural network
Online Access:https://www.mdpi.com/2076-3417/12/8/3967

Internet

https://www.mdpi.com/2076-3417/12/8/3967

Similar Items