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Image processing apparatus, learning apparatus, image processing method, learning method, and storage medium for estimating printing result

專利號(hào)
US11175863B2
公開日期
2021-11-16
申請(qǐng)人
CANON KABUSHIKI KAISHA(JP Tokyo)
發(fā)明人
Satoshi Ikeda
IPC分類
G06F3/12; G06N3/08; G06N3/04
技術(shù)領(lǐng)域
image,data,estimation,learning,unit,in,printing,scanned,math,input
地域: Tokyo

摘要

The technique of the present disclosure provides an image processing apparatus for estimating a printing result of image data to be printed with a small amount of operation after the image data is obtained. The apparatus is an image processing apparatus for estimating a printing result to be obtained by printing input image data with a printer, including: an obtaining unit that obtains the input image data; and an estimation unit that estimates the printing result based on the input image data. The estimation unit has been caused to learn scanned image data as correct data, the scanned image data being obtained by reading, with a scanner, a printing result obtained by printing predetermined image data with the printer.

說明書

In embodiment 1, a description will be given of an image processing apparatus that estimates a printing result to be printed based on a modeling-target printer and print medium with an estimation unit using two neural networks. Note that in the present disclosure, a printing result is an image printed on a print medium.

Generally, an image, i.e., a printing result, printed on a print medium by a printer has random scattering or bleeding of a color material, such as toner or ink, unique to the type of the printer and the type of the print medium. Thus, edges in the printing result meander and blur due to the random scattering or bleeding of the color material. In a case where a single neural network is used to simulate scanned image data of such a printing result, estimated image data with a strong blur than that of the actual scanned image data will be outputted.

To solve this, in the present embodiment, a printing result is estimated with two different estimation units connected in series. The estimation unit at the first stage outputs intermediate data being image data indicating regions on a print medium surface where a color material is applied at a predetermined density or higher, and reproducing the scattering or bleeding of the color material. The estimation unit at the second stage outputs estimated image data representing a printing result estimated from the intermediate data outputted from the estimation unit at the first stage, which the intermediate data reproduces the gradations, i.e., blurs, around edges resulting from the change in the density of the color material. In this manner, estimated image data representing a printing result is outputted with higher accuracy and at higher speed.

<Configuration of Image Processing Apparatus>

權(quán)利要求

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