Research Article
Feature Fusion for Weld Defect Classification with Small Dataset
Table 2
The classification accuracies of different features.
| | Feature types | CR | LOP | ND | PO | SI | Mean |
| | GLCM feature | 75.2% | 63.2% | 74.3% | 75.2% | 61.7% | 73.2% | | HOG feature | 69.1% | 84.7% | 86.6% | 74.7% | 69.1% | 76.8% | | SAE feature | 79.8% | 91.1% | 94.6% | 78.8% | 74.2% | 83.7% | | HOG-GLCM feature | 80.9% | 95.6% | 79.3% | 87.6% | 96.0% | 87.8% | | HOG-SAE | 83.3% | 93.9% | 89.5% | 84.9% | 86.8% | 87.7% | | SAE-GLCM | 92.7% | 88.3% | 91.9% | 92.5% | 98.9% | 92.9% |
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