Online detection device and method for pantograph steering knuckle based on image processing
An image processing and detection device technology, applied in the field of traffic safety engineering, can solve problems such as low detection accuracy, inability to effectively eliminate image quality interference, and unsatisfactory on-site practical applications, etc.
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[0163] In this experiment, 396 images of horns are selected as the training set. The horns in these images have different poses and exposure levels. The change of horn posture is about 25°, and the image brightness includes insufficient fill light, excessive fill light, uneven fill light, etc. The specific proportion of the horn image quality used for detection is shown in Table 1. Before training the samples, 396 images are manually calibrated, and each image is calibrated with 28 feature points, so as to establish the horn ASM model.
[0164] Table 1 Statistical Table of Image Types
[0165]
[0166] In this experiment, 264 pictures were selected as the test set to detect the existence of horns, and the images in the training set and the test set were not repeated. In addition to normal horn images, the test set images also include partially or completely missing horns, and images with uneven illumination. The specific proportions of the test set images are shown in Tabl...
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