Tide water identification and crisis early warning method based on YOLO technology
A tide and crisis technology, applied in the field of deep learning, can solve the problems of rare tide recognition and early warning
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[0071] This embodiment discloses a method for tide identification and crisis early warning based on YOLO technology. The method is as follows: figure 1 As shown, the main steps are as follows:
[0072] (1) Use crawler technology to crawl tide images in Baidu pictures. Use the resize function of the opencv-python library to adjust the resolution of the image and add the corresponding label; use the getRotationMatrix2D function of the opencv-python library to rotate the image, the rotation angle is randomly generated, and the rotation range is 7 degrees to 15 degrees; Randomly move the pixel distance in the x-axis and y-axis directions, the movement range is 1-10 pixels, to realize the translation of the image; to make the image centrally symmetrical, to realize the symmetrical data enhancement of the image. After the data enhancement operations of translation, rotation, symmetry and scaling, a total of 1629 pictures of four different tide forms including horizontal tide, verti...
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