LEARNING APPARATUS, OPERATION PROGRAM OF LEARNING APPARATUS, AND OPERATION METHOD OF LEARNING APPARATUS

    公开(公告)号:US20210201017A1

    公开(公告)日:2021-07-01

    申请号:US17201639

    申请日:2021-03-15

    Inventor: Takashi WAKUI

    Abstract: A learning apparatus learns a machine learning model for performing semantic segmentation of determining a plurality of classes in an input image in units of pixels by extracting, for each layer, features which are included in the input image and have different frequency bands of spatial frequencies. A learning data analysis unit analyzes the frequency bands included in an annotation image of learning data. A learning method determination unit determines a learning method using the learning data based on an analysis result of the frequency bands by the learning data analysis unit. A learning unit learns the machine learning model via the determined learning method using the learning data.

    IMAGING DEVICE, IMAGING METHOD AND IMAGING DEVICE CONTROL PROGRAM

    公开(公告)号:US20190075242A1

    公开(公告)日:2019-03-07

    申请号:US16177574

    申请日:2018-11-01

    Inventor: Takashi WAKUI

    Abstract: Provided are an imaging device that make it possible to perform high-speed image capture of an observation target such as a cell, and to correct a shake caused by the movement of a stage or the like appropriately and simply. The imaging device includes a stage on which a vessel having an observation target received therein is installed, an imaging optical system that forms an image of the observation target, a horizontal driving unit that moves the stage in a main scanning direction and a sub-scanning direction orthogonal to the main scanning direction, and moves the stage forward and backward in the main scanning direction, an imaging unit that receives the image formed by the imaging optical system, and outputs an image signal of the observation target, and a shake correction unit that performs shake correction for correcting a shake caused by movement of the stage on the image signal.

    IMAGE PROCESSING APPARATUS, OPERATION METHOD OF IMAGE PROCESSING APPARATUS, AND OPERATION PROGRAM OF IMAGE PROCESSING APPARATUS

    公开(公告)号:US20220012524A1

    公开(公告)日:2022-01-13

    申请号:US17484445

    申请日:2021-09-24

    Inventor: Takashi WAKUI

    Abstract: There is provided an image processing apparatus including: a display control unit that performs a control for displaying a learning input image which is input, as learning data, to a segmentation model for performing semantic segmentation, which determines a plurality of classes in an image in units of pixels; a reception unit that receives, for each of a plurality of estimated regions which are estimated as different classes in the learning input image, an input of a marker having a size smaller than a size of the estimated region; a calculation unit that calculates feature quantities for each of a plurality of partitions in the learning input image; a classification unit that classifies a plurality of the feature quantities for each of the plurality of partitions into clusters for at least the number of the estimated regions; and a generation unit that generates an annotation candidate image in which a classification result of the clusters is reflected in the learning input image so as to be identified.

    IMAGE PROCESSING DEVICE, PRINTING APPARATUS, IMAGE PROCESSING METHOD, AND PROGRAM
    5.
    发明申请
    IMAGE PROCESSING DEVICE, PRINTING APPARATUS, IMAGE PROCESSING METHOD, AND PROGRAM 有权
    图像处理设备,打印设备,图像处理方法和程序

    公开(公告)号:US20160205285A1

    公开(公告)日:2016-07-14

    申请号:US15078971

    申请日:2016-03-23

    Inventor: Takashi WAKUI

    Abstract: Disclosed are an image processing device, a printing apparatus, an image processing method, and a program capable of making processing common among printing modes to simplify an entire image processing flow in image processing based on a plurality of printing modes with different definition. An image processing unit 14 includes an image size adjustment unit 20 which adjusts the size of an input image, and a halftone processing unit 24 which performs halftone processing on the input image size-adjusted by the image size adjustment unit 20 to generate a halftone image. The image size adjustment unit 20 adjusts the input image to the same size in two or more printing modes among a plurality of printing modes with different definition, and the input image of the same size is subjected to halftone processing in the halftone processing unit 24.

    Abstract translation: 公开了一种图像处理装置,打印装置,图像处理方法和程序,其能够使打印模式之间共同的处理,以简化基于具有不同定义的多种打印模式的图像处理中的整个图像处理流程。 图像处理单元14包括调整输入图像的尺寸的图像尺寸调整单元20和对由图像尺寸调整单元20调整的输入图像尺寸进行半色调处理的半色调处理单元24,以产生半色调图像 。 图像尺寸调整单元20在具有不同清晰度的多个打印模式中以两种或更多种打印模式将输入图像调整为相同尺寸,并且相同尺寸的输入图像在半色调处理单元24中进行半色调处理。

    METHOD OF MANUFACTURING CONDUCTIVE SHEET, CONDUCTIVE SHEET, AND RECORDING MEDIUM
    6.
    发明申请
    METHOD OF MANUFACTURING CONDUCTIVE SHEET, CONDUCTIVE SHEET, AND RECORDING MEDIUM 审中-公开
    制造导电片,导电片和记录介质的方法

    公开(公告)号:US20130255998A1

    公开(公告)日:2013-10-03

    申请号:US13898424

    申请日:2013-05-20

    Abstract: The method of manufacturing a conductive sheet of the present invention is provided with: a creation step for creating image data that indicates a meshed pattern; and an outputting step for outputting and forming wire materials on a base body on the basis of the created image data, and manufacturing a conductive sheet having the meshed pattern. The image data has, in convolution integration of a power spectrum of the image data and standard vision responsiveness of human beings, a characteristic of having each of the integration values at a spatial frequency band that is not less than 1/4 and not more than 1/2 of a Nyquist frequency corresponding to the image data to be greater than integration values at a null-space frequency.

    Abstract translation: 制造本发明的导电片的方法具有:创建步骤,用于创建指示网格图案的图像数据; 以及输出步骤,用于基于所创建的图像数据在基体上输出和形成线材,并制造具有网格图案的导电片。 图像数据在图像数据的功率谱和人类的标准视觉响应性的卷积积分中具有在不小于1/4并且不大于1的空间频带上的每个积分值的特性 对应于图像数据的奈奎斯特频率的1/2将大于零空间频率处的积分值。

    IMAGE FORMING APPARATUS
    7.
    发明申请
    IMAGE FORMING APPARATUS 有权
    图像形成装置

    公开(公告)号:US20130147871A1

    公开(公告)日:2013-06-13

    申请号:US13689124

    申请日:2012-11-29

    Inventor: Takashi WAKUI

    CPC classification number: B41J2/2121 B41J2/005 B41J2/145 B41J2/205 B41J2/21

    Abstract: At least two dot formers are provided for each of a plurality of colors. Dot formers, which form dots in a particular color, are disposed at a greater interval along a direction perpendicular to an array direction of dot forming elements than intervals along the direction perpendicular to the array direction at which other dot formers, which form dots in the remaining colors, are disposed.

    Abstract translation: 为多种颜色中的每一种提供至少两个点形成器。 以特定颜色形成点的点形成器沿着垂直于点形成元件的阵列方向的方向以比与阵列方向垂直的方向的间隔更大的间隔设置,在其上形成点的其他点形成器 剩下的颜色,被处置。

    CELL IMAGE EVALUATION DEVICE AND CELL IMAGE EVALUATION CONTROL PROGRAM

    公开(公告)号:US20190287244A1

    公开(公告)日:2019-09-19

    申请号:US16431229

    申请日:2019-06-04

    Inventor: Takashi WAKUI

    Abstract: An evaluator 21 that evaluates states of cells included in each region of interest of a cell image, and a predictor 22 that performs, in advance, machine learning of a relationship between evaluation results for a specific region of interest within a first cell image obtained by imaging cells before a staining process and regions around the specific region of interest and staining states of cells of the specific region of interest within a second cell image obtained by imaging the same imaging targets as the cells of the first cell image after the staining process are provided. The predictor 22 predicts staining states of cells of a specific region of interest based on evaluation results for the specific region of interest and regions around the specific region of interest among the evaluation results for the third cell image of the cells before the staining process.

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