Research Article
Analysis on the Impact of Data Augmentation on Target Recognition for UAV-Based Transmission Line Inspection
Table 2
Test results on Gaussian blur.
| | Test set | Ori | K1 | K2 | K3 | All |
| Training set | | | | | | Ori | 0.9014 | 0.8924 | 0.7923 | 0.6038 | 0.8013 | Ori + K1 | 0.9021 | 0.9004 | 0.8129 | 0.6307 | 0.8108 | Ori + K2 | 0.9030 | 0.8999 | 0.8971 | 0.8100 | 0.8889 | Ori + K3 | 0.9010 | 0.9006 | 0.8921 | 0.8922 | 0.8978 | Ori + K1 + K2 | 0.9021 | 0.9012 | 0.8963 | 0.8136 | 0.8942 | Ori + K1 + K3 | 0.9001 | 0.8994 | 0.8956 | 0.8798 | 0.8970 | Ori + K2 + K3 | 0.9035 | 0.8995 | 0.8999 | 0.8821 | 0.8981 | All | 0.9033 | 0.9016 | 0.8975 | 0.8739 | 0.8985 |
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