Table 3 Modeling results based on spectral features combined with image features
Storage time (h) | Evaluation index | Classification model | ||
|---|---|---|---|---|
RF | SVM (c = 1.0000, g = 0.1000) | XGBoost (eta = 1, max_depth = 1) | ||
2 | Number of misjudgments | 0 | 1 | 0 |
Accuracy (%) | 100.00 | 95.00 | 100.00 | |
8 | Number of misjudgments | 1 | 5 | 1 |
Accuracy (%) | 95.00 | 75.00 | 95.00 | |
24 | Number of misjudgments | 4 | 11 | 3 |
Accuracy (%) | 80.00 | 45.00 | 85.00 | |
48 | Number of misjudgments | 4 | 12 | 4 |
Accuracy (%) | 80.00 | 40.00 | 80.00 | |
Total number of misjudgments | 9 | 29 | 8 | |
Overall accuracy (%) | 88.75 | 63.75 | 90.00 | |