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    • 5. 发明授权
    • Object detection
    • 对象检测
    • US07522772B2
    • 2009-04-21
    • US11007110
    • 2004-12-08
    • Robert Mark Stefan PorterJonathan LivingSimon Dominic Haynes
    • Robert Mark Stefan PorterJonathan LivingSimon Dominic Haynes
    • G06K9/68
    • G06K9/00228
    • Image object detection apparatus in which test regions of a test image are compared with an image property model, a mask defining a subset of pixel positions within a test region, comprises means for comparing pixel properties in the test image defined by the test regions with the image property model to detect a property difference between the image property model and a test region; so that pixel property differences within the mask and pixel property differences outside the mask are combined with opposite respective polarities to form a difference value in respect of that test region, an object being detected in the test image at a test region corresponding to a lowest difference value between the image property model and pixels defined by the test region.
    • 将测试图像的测试区域与图像属性模型进行比较的图像对象检测设备,定义测试区域内的像素位置子集的掩模,包括用于将由测试区域定义的测试图像中的像素属性与 图像属性模型,用于检测图像属性模型和测试区域之间的属性差异; 使得掩模之外的掩模和像素特性差异中的像素特性差异与相对的相应极性组合以形成关于该测试区域的差值,在与最低差对应的测试区域的测试图像中检测到的对象 图像属性模型与由测试区域定义的像素之间的值。
    • 7. 发明授权
    • Face detection
    • 面部检测
    • US07515739B2
    • 2009-04-07
    • US10536697
    • 2003-11-28
    • Robert Mark Stefan PorterRatna Rambaruth
    • Robert Mark Stefan PorterRatna Rambaruth
    • G06K9/00
    • G06K9/00228
    • A face detection apparatus associated methodology is provided to generate an output indicating a likelihood of a region of an image containing a face. The apparatus includes a comparing device for comparing the region with face data that indicates a presence of the face and for detecting respective likelihood values indicating the likelihood of the region containing the face in a group of respective different face size. A control device is provided for modifying at least one of the group and the likelihood values based on a face size or a range of face sizes appropriate to at least one classification of the image. The control device is responsive to metadata associated with the image that define the at least one classification of the image. The image is a part of a video sequence, and at least one classification includes a video program type.
    • 提供了一种面部检测装置相关联的方法来产生指示包含脸部的图像的区域的可能性的输出。 该装置包括比较装置,用于将该区域与表示面部存在的面部数据进行比较,并且用于检测指示包含各个不同面部尺寸的组中的脸部的区域的可能性的各个似然值。 提供控制装置,用于基于适合于图像的至少一个分类的面部尺寸或面部尺寸的范围来修改组和似然值中的至少一个。 控制设备响应于与图像相关联的元数据,其定义图像的至少一个分类。 图像是视频序列的一部分,并且至少一个分类包括视频节目类型。
    • 8. 发明授权
    • Face detection
    • 面部检测
    • US07336830B2
    • 2008-02-26
    • US10723093
    • 2003-11-25
    • Robert Mark Stefan PorterRatna Rambaruth
    • Robert Mark Stefan PorterRatna Rambaruth
    • G06K9/68
    • G06K9/4647G06K9/00228G06K9/4633H04N5/23219H04N5/772
    • Video face detection apparatus in which a test image from a video sequence is compared with an image property model derived from image properties of a region detected to contain a face in a preceding image in the video sequence comprises: selecting a predetermined proportion of pixels in the region detected to contain a face in the preceding image which most closely match the image property model derived in respect of that region, thereby deriving a pixel mask; and comparing pixels in the test image defined by the pixel mask with the image property model, the mask being applied at more than one image position within the test image; a face being detected in the test image at a mask position corresponding to a lowest average difference between the image property model and pixels defined by the mask at that position.
    • 将来自视频序列的测试图像与从视频序列中检测为包含前一图像中的脸部的区域的图像特性导出的图像属性模型进行比较的视频脸部检测装置包括:在视频序列中选择预定比例的像素 检测出的区域包含前一图像中与该区域导出的图像属性模型最匹配的面,从而导出像素掩模; 以及将由像素掩模定义的测试图像中的像素与图像属性模型进行比较,所述掩模被应用于所述测试图像内的多于一个图像位置; 在对应于图像属性模型和由该位置处的掩模定义的像素之间的最小平均差的掩模位置处,在测试图像中检测到一个面部。
    • 10. 发明授权
    • Face detection
    • 面部检测
    • US07430314B2
    • 2008-09-30
    • US10723887
    • 2003-11-26
    • Robert Mark Stefan PorterRatna Rambaruth
    • Robert Mark Stefan PorterRatna Rambaruth
    • G06K9/62
    • G06K9/00228
    • Face detection apparatus generating an output indicative of the likelihood of test regions of a test image containing a face comprises: means for deriving a plurality of sets of image attribute data from the test region, each set relating to the test region scaled by a respective different scaling factor from a geometric progression of scaling factors, the progression being such that each scaling factor is related to a next scaling factor by a predetermined multiplicative factor, the factor being the same across the whole progression of scaling factors; means for comparing the derived attributes for each scaling factor with a first respective set of attributes indicative of the presence of a face to generate a first respective likelihood value; means for comparing the derived attributes for each scaling factor with a second respective set of attributes indicative of the presence of a face to generate a second respective likelihood value; means for generating a combined likelihood value in respect of at least a subset of the scaling factors by combining the first likelihood value applicable to that scaling factor with the second likelihood value applicable to a further scaling factor separated from that scaling factor in the geometric progression by a predetermined number of positions; and means for deriving a probability of the presence of a face at each scaling factor in the subset by a similarity between the derived attributes and the combined likelihood value in respect of that scaling factor.
    • 生成指示包含脸部的测试图像的测试区域的可能性的输出的面部检测设备包括:用于从测试区域导出多组图像属性数据的装置,每一组与由各自不同的测试区域缩放的测试区域相关 缩放因子从缩放因子的几何进展,进展是使得每个比例因子与下一个缩放因子相关联的预定乘法因子,该因子在缩放因子的整个进程上是相同的; 用于将每个缩放因子的导出属性与指示面部存在以产生第一相应似然值的第一相应属性集进行比较的装置; 用于将每个缩放因子的导出属性与指示面部存在以产生第二相应似然值的第二相应属性集进行比较的装置; 用于通过将适用于该缩放因子的第一似然值与适用于与几何级数中的缩放因子分离的另外的比例因子的第二似然值组合来生成关于缩放因子的至少一个子集的组合似然值的装置 预定数量的位置; 以及用于通过所导出的属性与关于该缩放因子的组合似然值之间的相似度,在子集中的每个缩放因子处导出面部存在概率的装置。