Intelligent detection method for multiple types of diseases of near-water bridge and unmanned ship equipment
An intelligent detection and multi-type technology, applied in neural learning methods, biological neural network models, image analysis, etc., can solve problems such as weak GPS signals, difficult to reach artificially, and toxic gases, etc., with simple methods, problem solving, and high efficiency Combined with precision, better effect
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[0172] In the bridge group of Jiulong Lake water system in Nanjing, the proposed scheme was tested, as shown in Figure 8 shown. There are five small and medium-sized bridges in this bridge group. The collected images include three kinds of diseases: cracks, spalling and steel bar leakage. The pixel resolution of the disease images is 512×512. Build, train and test the model based on the PyTorch deep learning framework. The Batchsize during training is set to 2, the Batchsize during testing is set to 1, and the learning rate is set to 5×10 -4 . The detection result of proposed scheme of the present invention is as Figure 9 As shown, the heat map is a visualization result directly output by the network, which can provide evidence for the result of target detection.
[0173] We also compared the proposed method with the state-of-the-art object detection model on the same data set, including the Faster R-CNN method, which has a wide influence in the Anchor-based method, and ...
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