光伏航拍红外图像的热斑自动检测方法
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夏杰锋,唐武勤,杨强
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Automatic hot spot detection method for photovoltaic aerial infrared image
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Jie-feng XIA,Wu-qin TANG,Qiang YANG
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表 2 分类模型性能对比 |
Tab.2 Comparison of classification model performance |
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算法 | Precision | Recall | Accuracy | P/MB | Me/MB | VGG16 | 0.9948 | 0.9847 | 0.9898 | 448.18 | 232.28 | ResNet50 | 0.9949 | 0.9949 | 0.9949 | 97.49 | 309.46 | DenseNet121 | 0.9913 | 0.9951 | 0.9930 | 30.44 | 299.11 | SqueezeNet | 0.9847 | 0.9753 | 0.9804 | 30.16 | 290.67 | MobileNetV2 | 0.9608 | 0.9755 | 0.9657 | 12.62 | 408.23 | ShuffleNetV2 | 0.9755 | 0.9659 | 0.9706 | 8.54 | 813.55 | EfficientNet | 0.9949 | 1.0000 | 0.9974 | 20.17 | 231.66 |
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