Method, device, readable storage medium, and terminal for detecting increase or decrease of certificate types
A detection method and certificate technology, applied in computer parts, character and pattern recognition, instruments, etc., can solve the problems of long optimization process cycle, influence of natural light source, long training and reasoning time, etc., to improve the accuracy of comparison and screening , Improve the efficiency of comparison and screening, and improve the effect of the scope of application
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no. 1 example
[0034] A method for detecting the increase and decrease categories of documents, see figure 1 , the method includes the following steps.
[0035] The first step is the initial inspection of the document. For the picture input through the image acquisition unit, the deep learning model is used to find the corresponding potential document area, and a preliminary and rough document area mask is obtained.
[0036] The second step, standardization, fine-tune the rough mask obtained in the first step to obtain a high-quality document area mask, use the mask to extract the document area in the original image, and perform affine correction transformation on the obtained document photo , convert it to the preset ID photo size, and output the corrected ID photo.
[0037] The third step, image comparison, compares the corrected certificate image output in the second step with the registered image, determines the category of the input image and outputs it.
[0038] Further, the process ...
no. 2 example
[0085] The invention also provides a certificate detection device, which includes an acquisition input unit, an image processing unit, an image comparison and classification unit, and a certificate type output unit connected by telecommunication.
[0086] Among them, the acquisition input unit obtains the detection picture and standard registration picture of the certificate to be detected through the camera component; the acquisition unit uses hardware equipment, including but not limited to mobile phones, IPADs, ordinary cameras, CCD industrial cameras, scanners, etc., to detect the front of the certificate. When collecting image information, note that the collected image should completely include the four borders of the document, and the inclination should not exceed plus or minus 20°, and the human eye can distinguish the document number and the edge straight line.
[0087] The image processing unit processes the input image through the deep learning algorithm in the proces...
no. 3 example
[0090] The present invention also provides a computer-readable storage medium on which computer instructions are stored, and when the computer instructions are executed, the steps of the aforementioned method are performed. Wherein, for the certificate detection method, please refer to the detailed introduction in the foregoing section, and details are not repeated here.
[0091] Those of ordinary skill in the art can understand that all or part of the steps in the various methods of the above-mentioned embodiments can be completed by instructing relevant hardware through a program, and the program can be stored in a computer-readable storage medium, and the computer-readable medium includes a permanent Persistent and non-permanent, removable and non-removable media can be implemented by any method or technology for information storage. Information may be computer readable instructions, data structures, modules of programs, or other data. Examples of computer storage media in...
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