Table 7 Ablation study results for DSAF-ResNet: performance comparison of different model configurations
From: A maturity classification model for winter jujubes based on DSAF-ResNet
Models | Traning set | Test Set | ||||
|---|---|---|---|---|---|---|
Accuracy(%) | Precision(%) | Recall(%) | Accuracy(%) | Precision(%) | Recall(%) | |
ResNet34 | 94.44 | 97.61 | 97.50 | 92.27 | 92.80 | 92.27 |
ResNet34+RepVGGBlock | 95.41 | 97.72 | 97.64 | 93.37 | 93.62 | 93.37 |
ResNet34+SimAM | 95.41 | 97.25 | 97.22 | 93.37 | 93.40 | 93.37 |
ResNet34+RepVGGBlock+Dual-Stream | 98.47 | 98.38 | 98.33 | 94.48 | 94.97 | 94.48 |
ResNet34+SimAM+Dual-Stream | 92.07 | 95.97 | 95.83 | 93.92 | 94.41 | 93.92 |
DSAF-ResNet | 98.61 | 100 | 100 | 97.24 | 97.31 | 97.24 |
