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The identification results of cotton leaves based on the predicted LNC.
| Data type | Model | Accuracy | ||
|---|---|---|---|---|
| Calibration set | Validation set | Prediction set | ||
| Full spectra | PLSR | 83.81% | 80.71% | 85.00% |
| SVR | 85.71% | 83.21% | 79.29% | |
| CNNR | 84.17% | 78.21% | 83.21% | |
| RF | PLSR | 81.43% | 76.79% | 83.21% |
| SVR | 85.00% | 81.79% | 80.00% | |
| CNNR | 83.57% | 77.50% | 81.43% | |
| WPLS | PLSR | 81.07% | 78.57% | 81.79% |
| SVR | 82.50% | 81.79% | 78.21% | |
| CNNR | 85.12% | 78.93% | 81.07% | |
| Saliency map | PLSR | 75.60% | 64.64% | 73.93% |
| SVR | 84.40% | 78.21% | 78.21% | |
| CNNR | 81.90% | 76.07% | 77.14% | |
