Banknote quality detection system and method based on deformation restoration technology
A detection system and detection method technology, which is applied in the direction of instruments, calculations, characters and pattern recognition, etc., can solve the problems of difficult to distinguish between different printings, difficult positioning and alignment of offset printing areas and gravure printing areas, and achieve the effect of tolerating geometric distortion
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[0072] The first step of detection is positioning: that is, each detection area is determined by the positioning kernel. This step is basically the same as the current positioning method, but sub-pixel alignment is not required. The computational complexity is related to the search range, the size of the positioning core, and the number of positioning cores.
[0073] The second step of detection is reconstruction: for the convenience of illustration, the following takes a 100×100 image block as an example.
[0074] 1) Data reconstruction first needs to project the data x into the trained linear subspace data.
[0075] y=U k '(x-μ)
[0076] where U k ' Get Uk for the training phase.
[0077] 2) Reconstruct to the original space using the first k eigenvectors.
[0078] x ^ = U k y + μ .
[0079] in to reconstruct the image.
[0080] Specifical...
Embodiment 2
[0085] next to Image 6 The R component of the region is detected, and there are 800 training samples in total. The location kernel 1 size is 100×100, and the image size is 600×1100. Positioning core 2 size 80×80
[0086] In this embodiment, two positioning kernels are used, such as Figure 7 a and Figure 7 As shown in b.
[0087] For two positioning nuclei, there are two measurements, where Figure 8 a-8d is the process of reconstructing an image with better quality and no defects, and finding the difference to realize the detection; Figure 9 a-9d is the process of reconstructing an image with obvious quality defects and finding the difference. Here the two results are for different test images. Just the difference between the two test samples.
[0088] In one inspection, more than one positioning core is often needed to complete the positioning. In the RMB inspection, there are two printings of offset printing and gravure printing, and there is an overprinting rela...
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