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    • 5. 发明授权
    • Picture processing apparatus
    • 图像处理装置
    • US06687388B2
    • 2004-02-03
    • US09769647
    • 2001-01-25
    • Tetsujiro KondoHisakazu ShirakiHideo NakayaAkira Tange
    • Tetsujiro KondoHisakazu ShirakiHideo NakayaAkira Tange
    • G06K900
    • G06T5/002G06T5/20G06T5/50G06T7/246G06T2207/10016G06T2207/20081G06T2207/20182
    • Picture data of frames [−2] to [+2] of an input picture signal is stored to frame memories fm [−2] to fm [+2]. The picture data of the frame f [0] is supplied to an area extracting circuit. In addition, the picture data of each frame is supplied to a pixel extracting circuit. A horizontal direction DR calculating circuit and a vertical DR calculating circuit calculate a DR in the horizontal direction and a DR in the vertical direction, respectively, and determine the maximum values thereof. A voting range determining circuit and a voting range updating circuit perform a process for finally determining a voting range corresponding to the maximum value of the DR in the horizontal direction and the maximum value of the DR in the vertical direction and a process for designating a new area. A pixel extracting circuit extracts pixels on a straight line defined by straight line parameters. A dispersion calculating and straight line parameter holding circuit performs a process for calculating the dispersion of the extracted pixels, comparing the calculated values, and holding the calculated value and straight line parameters corresponding to the calculated value and a process for updating the straight line parameter. A straight line parameter voting circuit selects the maximum frequency of the supplied straight line parameters. A voting pixel updating circuit updates voting pixels.
    • 输入图像信号的帧[-2]到[+2]的图像数据被存储到帧存储器fm [-2]到fm [+2]。 帧f [0]的图像数据被提供给区域提取电路。 此外,每帧的图像数据被提供给像素提取电路。 水平方向DR计算电路和垂直DR计算电路分别计算水平方向的DR和垂直方向上的DR,并确定其最大值。 投票范围确定电路和投票范围更新电路执行用于最终确定与水平方向上的DR的最大值和垂直方向上的DR的最大值对应的投票范围的处理,以及用于指定新的 区。 像素提取电路提取由直线参数限定的直线上的像素。 色散计算和直线参数保持电路执行用于计算提取像素的色散的比较,比较计算值,并保持与计算值对应的计算值和直线参数以及用于更新直线参数的处理。 直线参数投票电路选择所提供的直线参数的最大频率。 投票像素更新电路更新投票像素。
    • 7. 发明授权
    • Learning device, learning method, and learning program
    • 学习设备,学习方法和学习方案
    • US07940993B2
    • 2011-05-10
    • US11722141
    • 2005-12-21
    • Takahiro NaganoTetsujiro KondoTsutomu WatanabeJunichi IshibashiHisakazu ShirakiNaoki FujiwaraMasanori KanemaruShinichiro KanekoYasuhiro Suto
    • Takahiro NaganoTetsujiro KondoTsutomu WatanabeJunichi IshibashiHisakazu ShirakiNaoki FujiwaraMasanori KanemaruShinichiro KanekoYasuhiro Suto
    • G06K9/40G06K9/00H04N5/228
    • H04N5/21H04N5/142H04N5/144
    • A motion-setting section (61) sets a motion amount and a motion direction for obtaining processing coefficients. A student-image-generating section (62) generates student images obtained by adding a motion blur to a teacher image not only based on the set motion amount and the set motion direction but also by changing at least one of the motion amount and motion direction in a specific ratio and student images obtained by adding no motion blur to the teacher image. A prediction-tap-extracting section (64) extracts, in order to extract a main term that mainly contains component of the target pixel, at least a pixel value of pixel in the student image whose space position roughly agrees with space position of the target pixel in the teacher image. A processing-coefficient-generating section (65) generates processing coefficients for predicting the target pixels in the teacher images from the pixel values of extracted pixels based on a relationship between the pixels thus extracted and the target pixels in the teacher images. The processing coefficients that are suitable for any motion blur removing which is robust against any shift of the motion vector can be generated through learning.
    • 运动设定部(61)设定用于获得处理系数的运动量和运动方向。 学生图像生成部(62)生成不仅基于设定的运动量和设定的运动方向而将运动模糊添加到教师图像而获得的学生图像,而且通过改变运动量和运动方向中的至少一个 以特定比例和学生图像通过添加没有运动模糊获得的教师图像。 预测抽头部(64)为了提取主要包含目标像素的成分的主项,提取学生图像中的空间位置大致与目标的空间位置一致的像素的像素值 像素在老师的形象。 处理系数生成部(65)基于所提取的像素与教师图像中的目标像素之间的关系,从提取的像素的像素值生成用于预测教师图像中的目标像素的处理系数。 可以通过学习来产生适用于对运动矢量的任何移动而鲁棒的任何运动模糊去除的处理系数。