Research Article

Deep Learning Technology for Weld Defects Classification Based on Transfer Learning and Activation Features

Figure 12

Results of validation with GDXray (from left to right and from top to bottom): well-classified porosities defects image, porosities defects image classified as lack of penetration, well-classified porosities defects image, and well-classified lack of penetration defect image.