Invention Grant
- Patent Title: Method for generating image processing filter and image processing method using the image processing filter
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Application No.: US17034732Application Date: 2020-09-28
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Publication No.: US11227370B2Publication Date: 2022-01-18
- Inventor: Masaki Kondo
- Applicant: BROTHER KOGYO KABUSHIKI KAISHA
- Applicant Address: JP Nagoya
- Assignee: BROTHER KOGYO KABUSHIKI KAISHA
- Current Assignee: BROTHER KOGYO KABUSHIKI KAISHA
- Current Assignee Address: JP Nagoya
- Agency: Scully, Scott, Murphy & Presser, PC
- Priority: JPJP2019-180576 20190930,JPJP2019-180577 20190930
- Main IPC: G06T5/20
- IPC: G06T5/20 ; H04N1/58 ; H04N1/64 ; G06T5/00 ; G06N3/08

Abstract:
A method for generating an image processing filter includes: adjusting; and extracting. The adjusting inputs first training image data into a neural network to generate output image data, calculates an evaluation value based on a loss function using the output image data and second training image data, and adjusts a convolution filter so as to reduce the evaluation value. The extracting extracts data from the adjusted convolution filter as data for the image processing filter. A first training image includes noise and reproduces a test pattern. A second training image includes reduced noise and reproduces the test pattern. The loss function includes a first term and a second term. The first term specifies a magnitude of a difference between the output image data and the second training image data. The second term grows smaller as symmetry of the convolution filter relative to a filter axis of symmetry increases.
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