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    • 71. 发明授权
    • System and method for image and video segmentation by anisotropic kernel mean shift
    • 通过各向异性核平均偏移的图像和视频分割的系统和方法
    • US07397948B1
    • 2008-07-08
    • US10796736
    • 2004-03-08
    • Michael CohenBo ThiessonYing-Qing XuJue Wang
    • Michael CohenBo ThiessonYing-Qing XuJue Wang
    • G06K9/00
    • G06K9/4652G06T7/11
    • Mean shift is a nonparametric estimator of density which has been applied to image and video segmentation. Traditional mean shift based segmentation uses a radially symmetric kernel to estimate local density, which is not optimal in view of the often structured nature of image and more particularly video data. The system and method of the invention employs an anisotropic kernel mean shift in which the shape, scale, and orientation of the kernels adapt to the local structure of the image or video. The anisotropic kernel is decomposed to provide handles for modifying the segmentation based on simple heuristics. Experimental results show that the anisotropic kernel mean shift outperforms the original mean shift on image and video segmentation in the following aspects: 1) it gets better results on general images and video in a smoothness sense; 2) the segmented results are more consistent with human visual saliency; and 3) the system and method is robust to initial parameters.
    • 平均偏移是已经应用于图像和视频分割的密度的非参数估计器。 传统的基于平均移位的分割使用径向对称的核来估计局部密度,鉴于图像的经常结构化的特性,更特别是视频数据,这是非最优的。 本发明的系统和方法采用各向异性核平均移位,其中内核的形状,尺度和取向适应于图像或视频的局部结构。 各向异性核被分解以提供用于基于简单启发式修改分割的句柄。 实验结果表明,各向异性核平均偏移在以下几个方面优于原始平均偏移图像和视频分割:1)在平滑度方面对一般图像和视频获得更好的结果; 2)分段结果与人类视觉显着性更为一致; 和3)系统和方法对初始参数是鲁棒的。
    • 78. 发明授权
    • User interface for a system and method for head size equalization in 360 degree panoramic images
    • 用于360度全景图像的头部尺寸均衡的系统和方法的用户界面
    • US07149367B2
    • 2006-12-12
    • US11106328
    • 2005-04-14
    • Ross Cutler
    • Ross Cutler
    • G06K9/36G09G5/00H04N7/00
    • G06T3/4038G03B37/00G03B39/00G06K9/00228G06T3/0062G06T5/006H04N5/23238H04N7/147
    • A User Interface (UI) for a real-time panoramic image correction system and method that simplifies the use of the system for the user. The UI includes a control panel that allows a user to enter meeting table size and shape, camera position and orientation, and the amount of normalization desired (e.g. 0 to 100%). A window can also be implemented on a display that displays the corrected panoramic image. In this window, the head (either normalized or non-normalized) of a meeting participant, preferably one that is speaking, is extracted and displayed in a separate window. Additionally, the corrected panoramic image, whose size will vary in conjunction with the amount of warping applied, can be displayed and transmitted with extra pixels around its perimeter in order to allow the corrected or normalized panoramic image to adapt to any of the standard display size and resolutions and to simplify network transmission. The corrected image can also be transmitted with standard resolutions using non-unity pixel aspect ratios to simply network transmission.
    • 用于实时全景图像校正系统的用户界面(UI)和简化用户对系统的使用的方法。 UI包括控制面板,其允许用户输入会议台的大小和形状,相机位置和方位以及所需的归一化量(例如0至100%)。 还可以在显示校正的全景图像的显示器上实现窗口。 在该窗口中,提取会议参与者的头部(归一化的或未归一化的),优选地正在说话的头部,并在单独的窗口中显示。 另外,校正的全景图像的尺寸将随着施加的翘曲量的变化而变化,并且可以在其周边附近以额外的像素来显示和传输,以便校正或归一化的全景图像适应任何标准显示尺寸 决议和简化网络传输。 校正图像也可以使用非一体像素宽高比以标准分辨率传输到简单的网络传输。