Worn banknote identification method and ATM using the same
US-10318802-B2 · Jun 11, 2019 · US
US9690841B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9690841-B2 |
| Application number | US-201113996708-A |
| Country | US |
| Kind code | B2 |
| Filing date | Dec 14, 2011 |
| Priority date | Dec 23, 2010 |
| Publication date | Jun 27, 2017 |
| Grant date | Jun 27, 2017 |
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A method and apparatus for determining a class reference data record for classifying documents of value includes creating a class reference image using a multiplicity of reference images of already classified documents of value in the same class; and creating a class reference data record having at least one class reference parameter using the class reference image. The pixel and intensity values of the respective pixel in the class reference image are a function of the pixel values of the relevant pixels in the multiplicity of reference images of already classified documents of value in the same class. The method includes determining at least one quantitative property of a document of value to be classified; and classifying the document of value to be classified on the basis of a comparison between the quantitative property of the document of value to be classified and the class reference data record.
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The invention claimed is: 1. At a banknote evaluation machine comprising a sensor unit with at least one imaging optical sensor for creating digital images of bank notes, a processor and a memory, a method for determining a class reference data record for the classification of value documents, in particular bank notes, the method comprising the following steps: the banknote evaluation machine creating a class reference image by means of a plurality of reference images of already classified value documents of same class, the plurality of reference images being created using the imaging optical sensor; and creating, by using the processor, a class reference data record having at least one class reference parameter with the aid of a user-defined region having at least one optical feature within the class reference image, the class reference parameter being coupled to at least one quantitatively determined property of the user-defined region, the class reference parameter being created by forming a ratio of pixel values from at least two different locations on a value document, the ratio being formed from a pixel value averaged over a specified region of an infrared-absorbing section of the value document to a pixel value averaged over a specified region of an infrared-transparent section of the value document; wherein the pixel values of a respective pixel of the class reference image are at least one of the average pixel values or median pixel values of the corresponding pixels of the plurality of reference images of already classified value documents of the same class, wherein each class reference parameter has assigned thereto a tolerance range, the tolerance range for each class reference parameter being variable and being dependent on the quantitatively determined property of the user-defined region; and wherein the class reference image of a class of value documents is represented, for analysis, on a display unit by means of a graphical user interface. 2. The method according to claim 1 , wherein in an adaptation process for each class to which a value document can be allocated there are created a class reference image and a class reference data record having at least one class reference parameter by means of a plurality of reference images of reference value documents of a respective class. 3. The method according to claim 2 , wherein, during the adaptation process, the class reference image of a class of value documents is represented, for the analysis, on a display unit by means of a graphical user interface, wherein the graphical user interface is configured such that a user can participate in the creation of a class reference parameter of a class reference data record with the aid of the class reference image. 4. The method according to claim 1 , wherein the step of creating at least one class reference image by means of a plurality of reference images of already classified value documents of the same class preferably further comprises aligning the plurality of reference images of already classified value documents of the same class with respect to a common reference point. 5. The method according to claim 1 , wherein for some or all of the classes more than one class reference image is created by means of the plurality of reference images of already classified value documents of the same class and the class reference data record having at least one class reference parameter is created with the aid of more than one class reference image. 6. The method according to claim 1 , wherein the pixel values of a pixel of a class reference image are the minima of the corresponding pixel values of the corresponding pixels of the plurality of reference images of already classified value documents of the same class. 7. The method according to claim 1 , wherein the pixel values of a pixel of the class reference image are the maxima of the corresponding pixel values of the corresponding pixels of the plurality of reference images of already classified value documents of the same class. 8. The method according to claim 1 , wherein the pixel values of a respective pixel of the class reference image are determined by the difference between the maximum pixel value and the minimum pixel value of the corresponding pixels of the plurality of reference images of already classified value documents of the same class. 9. The method according to claim 1 , the method further comprising the following steps: determining at least one quantitative property of a value document to be classified; and classifying the value document to be classified on the basis of a comparison of the quantitative property of the value document to be classified with a class reference parameter of a class reference data record. 10. The method of claim 1 , wherein the user-defined region is specified by a user via a graphical user interface. 11. An apparatus for processing value documents, in particular bank notes, wherein the apparatus comprises: a processor; a memory; a hardware sensor for generating an image of a bank note including at least a lens and a light sensor; a control and evaluation device, wherein the control and evaluation device is configured to carry out following steps: creating a class reference image by means of a plurality of images of already classified value documents of same class, the plurality of reference images being created using an imaging optical sensor; and creating, by using the processor, a class reference data record having at least one class reference parameter with the aid of a user-defined region having at least one optical feature within the class reference image, the class reference parameter being coupled to at least one quantitatively determined property of the user-defined region, the class reference parameter being created by forming a ratio of pixel values from at least two different locations on a value document, the ratio being formed from a pixel value averaged over a specified region of an infrared-absorbing section of the value document to a pixel value averaged over a specified region of an infrared-transparent section of the value document; wherein the pixel values of a respective pixel of the class reference image are at least one of the average pixel values or median pixel values of the corresponding pixels of the plurality of images of already classified value documents of the same class, wherein each class reference parameter has assigned thereto a tolerance range, the tolerance range for each class reference parameter being variable and being dependent on the quantitatively determined property of the user-defined region; and wherein the class reference image of a class of value documents is represented, for analysis, on a display unit by means of a graphical user interface. 12. The apparatus according to claim 11 , wherein the control and evaluation device is further configured to carry out the following further steps: determining at least one quantitative property of a value document to be classified; and classifying the value document to be classified on the basis of a comparison of the quantitative property of the value document to be classified with the class reference parameter. 13. The apparatus according to claim 11 , wherein the apparatus further comprises a computer having a display unit connected with the control and evaluation device, wherein there is implemented on the computer a graphical user interface allowing a user to participate in the step of creating a class reference data record having at least one class reference parameter with the aid of the class reference image. 14. A computer-readable hardware storage
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