Rail safety detection method based on first-order direction gradient operator
A directional gradient, detection method technology, applied in computing, image data processing, instruments, etc., can solve problems such as loss, prone to failure, detection system paralysis, etc., to avoid losses, reduce accidents, and avoid overall paralysis.
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specific Embodiment approach 1
[0023] Specific implementation mode one: combine figure 1 Describe this embodiment, a kind of rail safety detection method based on the first-order directional gradient operator described in this embodiment, its specific algorithm process is as follows:
[0024] Step 1: Acquire the optical image I with the rails, trim and adjust it according to the deviation of the installation position, and first perform Gaussian filtering to remove noise;
[0025] Step 2: Use the pre-set three first-order directional gradient operators, f 1 , f 2 and f 3 Both convolve the acquired optical image containing railroad tracks to obtain the feature map f mp1 , f mp2 and f mp3 ;
[0026] Step 3: Flip the eigenvalues in the obtained three feature maps f mn =f mp ×-1, get the reverse complementary feature map, f mn1 , f mn2 and f mn3 , and merge the feature maps to get the positive channel feature map
[0027] f p =f mp1 + f mp2 + f mp3 (1)
[0028] where f mp1 , f mp2 and f mp...
specific Embodiment approach 2
[0036] Specific implementation mode two: combination figure 1 Describe this embodiment, this embodiment is a further limitation of the position detection algorithm described in the first specific embodiment, a rail safety detection method based on a first-order directional gradient operator described in this embodiment, the described The method for obtaining the optical image with the rail in step 1 is to use a camera to take pictures of the environment near the rail.
specific Embodiment approach 3
[0037] Specific implementation mode three: combination figure 1 Describe this embodiment, this embodiment is a further limitation of the position detection algorithm described in the second specific embodiment, a rail safety detection method based on a first-order directional gradient operator described in this embodiment, the described In step 1, the camera is used to acquire the optical image. The camera gives priority to ensuring the shutter speed, and the obtained original image has certain noise. After the original image is obtained, the image is first denoised by Gaussian filtering to eliminate noise interference.
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