Learning model generating device, and type identification system for generating learning model and using generated learning model to infer type of image defect

    公开(公告)号:US11315233B2

    公开(公告)日:2022-04-26

    申请号:US16692275

    申请日:2019-11-22

    Inventor: Kazunori Tanaka

    Abstract: A learning model generating device includes a first image reading device and a first control device. The first control device includes a processor and functions, through the processor executing a first control program, as a first segmenter, a learning model generator, and a first compressor. The first segmenter segments each of images of training prints obtained by reading performed by the first image reading device. The learning model generator learns segmented images to generate a first learning model for use in inferring a type of an image defect. The first compressor compresses each of the images of the training prints. The first segmenter segments each of compressed images obtained by compression performed by the first compressor. The learning model generator learns compressed and segmented images to generate a second learning model for use in inferring a type of an image defect.

    IMAGE FORMING APPARATUS
    13.
    发明申请

    公开(公告)号:US20210263441A1

    公开(公告)日:2021-08-26

    申请号:US17178548

    申请日:2021-02-18

    Abstract: An image forming apparatus includes a plurality of image forming units, a developing voltage power supply, a density detection device, a current detection unit, and a control unit. The plurality of image forming units form an image and substantially same development conditions are set to evenly divide an image density among the image forming units. The control unit detects whether there is an anomaly in a developing device, based on a toner charge amount calculated based on a DC component of developing current when a reference image is formed on an image carrier by each of the developing devices and a density of the reference image. When an anomaly is detected in any of the developing devices, the control unit inhibits use of the image forming unit including the developing device, and resets the development conditions to evenly divide the image density among the usable image forming units.

    IMAGE FORMING APPARATUS
    14.
    发明申请

    公开(公告)号:US20210200112A1

    公开(公告)日:2021-07-01

    申请号:US17126127

    申请日:2020-12-18

    Abstract: According to one embodiment, an image forming apparatus includes an image forming portion, and a control portion. The image forming portion includes an image carrier, a charging device, and a cleaning device. The charging device includes a charging roller which contacts a surface of the image carrier. The cleaning device includes a cleaning blade, and an adjustment portion. The cleaning blade slidably contacts the surface of the image carrier. The adjustment portion adjusts a linear pressure of the cleaning blade exerted on the surface of the image carrier. The control portion executes, when a rate of increase of an outer layer resistance value of the charging roller caused by a decrease in the function of the cleaning blade is greater than or equal to a first rate, linear pressure adjustment control of controlling the adjustment portion to increase the linear pressure of the cleaning blade.

    IMAGE PROCESSING APPARATUS
    15.
    发明申请
    IMAGE PROCESSING APPARATUS 有权
    图像处理设备

    公开(公告)号:US20160286095A1

    公开(公告)日:2016-09-29

    申请号:US15073447

    申请日:2016-03-17

    Inventor: Kazunori Tanaka

    Abstract: An image processing apparatus includes a fluorescence pixel detecting unit, a peripheral pixel analyzing unit, and an image processing unit. The fluorescence pixel detecting unit is configured to detect a fluorescence pixel that has a fluorescent color in a document image. The peripheral pixel analyzing unit is configured to detect consecutive non-fluorescence pixels with no fluorescent colors among peripheral pixels within a predetermined range from the detected fluorescence pixel. The consecutive non-fluorescence pixels is at least a predetermined number of consecutive pixels and has a color difference equal to or less than a predetermined value between one and another of the consecutive non-fluorescence pixels. The image processing unit is configured to perform an emphasizing process of improving visibility for the detected consecutive non-fluorescence pixels.

    Abstract translation: 一种图像处理装置,包括荧光像素检测单元,周边像素分析单元和图像处理单元。 荧光像素检测单元被配置为检测在文档图像中具有荧光颜色的荧光像素。 周边像素分析单元被配置为从检测到的荧光像素检测在预定范围内的周边像素中没有荧光颜色的连续非荧光像素。 连续的非荧光像素是至少预定数量的连续像素,并且具有等于或小于连续非荧光像素中的一个和另一个之间的预定值的色差。 图像处理单元被配置为执行提高所检测到的连续非荧光像素的可见性的强调处理。

    Data processing system and data processing method

    公开(公告)号:US12002191B2

    公开(公告)日:2024-06-04

    申请号:US17597804

    申请日:2020-07-17

    Inventor: Kazunori Tanaka

    CPC classification number: G06T7/0002 G06T7/11 G06T2207/20081

    Abstract: Storage (24) stores therein a teacher model (54) that is a target image (50) with a teacher annotation (52), which specifies the target image (50), assigned thereto. An inferring section (32) assigns based on the teacher model (54) an inferred annotation (82) to an inspection image (80) belonging to the same category to which the target image (50) belongs. The inferred annotation (82) is a result of inference from the inspection image (80) based on the teacher model (54). An aiding section (34) aids a human to determine whether or not the inferred annotation (82) specifies the inspection image (80). A correcting section (36) generates a corrected model (86) in a manner to add a corrected annotation (84) to the inferred annotation (82) so that the inspection image (80) is specified.

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