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    • 4. 发明申请
    • Image Segmentation Using Star-Convexity Constraints
    • 使用星形凸度约束的图像分割
    • US20110274352A1
    • 2011-11-10
    • US12776082
    • 2010-05-07
    • Andrew BlakeVarun GulshanCarsten RotherAntonio Criminisi
    • Andrew BlakeVarun GulshanCarsten RotherAntonio Criminisi
    • G06K9/34
    • G06T7/11G06T7/194G06T2207/20101G06T2207/20168
    • Image segmentation using star-convexity constraints is described. In an example, user input specifies positions of one or more star centers in a foreground to be segmented from a background of an image. In embodiments, an energy function is used to express the problem of segmenting the image and that energy function incorporates a star-convexity constraint which limits the number of possible solutions. For example, the star-convexity constraint may be that, for any point p inside the foreground, all points on a shortest path (which may be geodesic or Euclidean) between the nearest star center and p also lie inside the foreground. In some examples continuous star centers such as lines are used. In embodiments a user may iteratively edit the star centers by adding brush strokes to the image in order to progressively change the star-convexity constraints and obtain an accurate segmentation.
    • 描述了使用星形凸度约束的图像分割。 在一个示例中,用户输入指定要从图像的背景分割的前景中的一个或多个星形中心的位置。 在实施例中,能量函数用于表示分割图像的问题,并且能量函数包含限制可能解决方案数量的星形 - 凸度约束。 例如,星凸约束可以是,对于前景中的任何点p,最近的星中心和p之间的最短路径上的所有点(可以是测地线或欧几里德)也位于前景内。 在一些示例中,使用诸如线的连续星形中心。 在实施例中,用户可以通过向图像中添加画笔笔触来迭代地编辑星形中心,以逐渐改变星形凸度约束并获得准确的分割。
    • 5. 发明授权
    • Stereo image segmentation
    • 立体图像分割
    • US07991228B2
    • 2011-08-02
    • US12780857
    • 2010-05-14
    • Andrew BlakeAntonio CriminisiGeoffrey CrossVladimir KolmogorovCarsten Curt Eckard Rother
    • Andrew BlakeAntonio CriminisiGeoffrey CrossVladimir KolmogorovCarsten Curt Eckard Rother
    • G06K9/34
    • G06K9/00234G06K9/342G06K9/38G06K9/4652G06T7/11G06T7/162G06T7/194G06T2207/10021G06T2207/10024G06T2207/20072
    • Real-time segmentation of foreground from background layers in binocular video sequences may be provided by a segmentation process which may be based on one or more factors including likelihoods for stereo-matching, color, and optionally contrast, which may be fused to infer foreground and/or background layers accurately and efficiently. In one example, the stereo image may be segmented into foreground, background, and/or occluded regions using stereo disparities. The stereo-match likelihood may be fused with a contrast sensitive color model that is initialized or learned from training data. Segmentation may then be solved by an optimization algorithm such as dynamic programming or graph cut. In a second example, the stereo-match likelihood may be marginalized over foreground and background hypotheses, and fused with a contrast-sensitive color model that is initialized or learned from training data. Segmentation may then be solved by an optimization algorithm such as a binary graph cut.
    • 可以通过分割过程来提供来自双目视频序列中的背景层的前景的实时分割,分割过程可以基于一个或多个因素,包括立体匹配,颜色和可选对比的可能性,其可以融合到推断前景和 /或背景层准确高效。 在一个示例中,立体图像可以使用立体声差异被分割成前景,背景和/或遮挡区域。 立体匹配似然率可以与从训练数据初始化或学习的对比度敏感颜色模型融合。 然后可以通过诸如动态规划或图形切割的优化算法来解决分割。 在第二个例子中,立体匹配似然度在前景和背景假设上可能被边缘化,并且与从训练数据初始化或学习的对比度敏感颜色模型融合。 然后可以通过诸如二进制图切割的优化算法来解决分割。
    • 7. 发明申请
    • Labeling Image Elements
    • 标记图像元素
    • US20100128984A1
    • 2010-05-27
    • US12323355
    • 2008-11-25
    • Victor LempitskyCarsten RotherAndrew Blake
    • Victor LempitskyCarsten RotherAndrew Blake
    • G06K9/34
    • G06K9/6224
    • An image processing system is described which automatically labels image elements of a digital image. In an embodiment an energy function describing the quality of possible labelings of an image is globally optimized to find an output labeled image. In the embodiment, the energy function comprises terms that depend on at least one non-local parameter. For example, the non-local parameter describes characteristics of image elements having the same label. In an embodiment the global optimization is achieved in a practical, efficient manner by using a tree structure to represent candidate values of the non-local parameter and by using a branch and bound process. In some embodiments, the branch and bound process comprises evaluating a lower bound of the energy function by using a min-cut process. For example, the min-cut process enables the lower bound to be evaluated efficiently using a graphical data structure to represent the lower bound.
    • 描述了自动标记数字图像的图像元素的图像处理系统。 在一个实施例中,描述图像的可能标记的质量的能量函数被全局优化以找到输出标记图像。 在该实施例中,能量函数包括依赖于至少一个非局部参数的项。 例如,非本地参数描述具有相同标签的图像元素的特征。 在一个实施例中,通过使用树结构来表示非局部参数的候选值并且通过使用分支和绑定过程,以实用,有效的方式实现全局优化。 在一些实施例中,分支和绑定过程包括通过使用最小切割过程来评估能量函数的下限。 例如,最小切割过程使得能够使用图形数据结构有效地评估下限来表示下限。
    • 8. 发明授权
    • Image region filling by exemplar-based inpainting
    • 图像区域填充通过基于示例的修复
    • US07551181B2
    • 2009-06-23
    • US11095138
    • 2005-03-30
    • Antonio CriminisiPatrick PerezKentaro ToyamaMichel GangnetAndrew Blake
    • Antonio CriminisiPatrick PerezKentaro ToyamaMichel GangnetAndrew Blake
    • G09G5/00
    • G06T11/001G06T11/40
    • An example-based filling system identifies appropriate filling material to replace a destination region in an image and fills the destination region using this material, thereby alleviating or minimizing the amount of manual editing required to fill a destination region in image. Tiles of image data are borrowed from the proximity of the destination region or some other source to generate new image data to fill in the region. Destination regions may be designated by user input (e.g., selection of an image region by a user) or by other means (e.g., specification of a color or feature to be replaced). In addition, the order in which the destination region is filled by example tiles may be configured to emphasize the continuity of linear structures and composite textures using a type of isophote-driven image-sampling process.
    • 基于示例的填充系统识别适当的填充材料以替换图像中的目的地区域并使用该材料填充目的地区域,从而减少或最小化填充图像中的目的地区域所需的手动编辑量。 从目的地区域或某些其他源的附近借用图像数据块以生成新的图像数据以填充该区域。 目的地区域可以由用户输入(例如,用户选择图像区域)或通过其他方式(例如,要更换的颜色或特征的指定)来指定。 此外,通过示例瓦片填充目的地区域的顺序可以被配置为使用一种类型的等轴驱动图像采样处理来强调线性结构和复合纹理的连续性。
    • 9. 发明授权
    • Determining the location of the tip of an electronic stylus
    • 确定电子笔尖的位置
    • US07489308B2
    • 2009-02-10
    • US10367485
    • 2003-02-14
    • Andrew BlakeLyndsay WilliamsJames SrinivasanWilliam Vablais
    • Andrew BlakeLyndsay WilliamsJames SrinivasanWilliam Vablais
    • G09G5/00
    • G06F3/043G06F3/03545
    • An electronic stylus system includes an electronic stylus and base receiving unit. The electronic stylus includes a first ultrasonic transmitter, a second ultrasonic transmitter, an electromagnetic transmitter, and a writing tip. The base receiver unit includes a first ultrasonic receiver, a second ultrasonic receiver, and an electromagnetic receiver. The ultrasonic receivers of the base unit are operable to receive signals transmitted by the ultrasonic transmitters of the electronic stylus. Similarly, the electromagnetic receiver of the base unit is operable to receive signals transmitted by the electromagnetic transmitter of the stylus. The location of the tip of the electronic stylus relative to a given reference point is determined using the locations of two ultrasonic transmitters relative to the two ultrasonic receivers.
    • 电子测针系统包括电子测针和基座接收单元。 电子笔包括第一超声波发射器,第二超声波发射器,电磁发射器和写入尖端。 基站接收机单元包括第一超声波接收器,第二超声波接收器和电磁接收器。 基本单元的超声波接收器可操作以接收由电子探针的超声波发射器发送的信号。 类似地,基本单元的电磁接收器可操作以接收由触控笔的电磁发射器发送的信号。 使用两个超声波发射器相对于两个超声波接收器的位置来确定电子针的尖端相对于给定参考点的位置。
    • 10. 发明授权
    • Methods and system for providing image object boundary definition by particle filtering
    • 通过粒子滤波提供图像对象边界定义的方法和系统
    • US07391906B2
    • 2008-06-24
    • US10011207
    • 2001-12-05
    • Andrew BlakeMichel GangnetPatrick Perez
    • Andrew BlakeMichel GangnetPatrick Perez
    • G06K9/48
    • G06T7/143G06T7/12G06T7/181G06T2207/20092
    • Systems and methods are provided for interactive construction of an object boundary by minimizing a sum of costs, including costs associated with inconsistency of the image data and costs associated with undesired curve shape properties. A particle filter optimization algorithm is implemented that incorporates a variable strength, intrinsic preference for boundary smoothness. The particle filter generates alternative sequences of random moves, constructed in parallel, to avoid becoming stuck in local minima. Approximate optimization algorithms are utilized, keeping computational burden low, freeing resources to analyze intrinsic costs associated with local curvature. In one embodiment, a user may construct a curve by launching a particle stream, and by choosing visually satisfactory locations on the stream from which to relaunch particles. The user can also provide other input, such as drop down dams to redirect the stream at T-junctions. Additionally, a facility is incorporated to break the smoothness constraint automatically at corners of the object boundary.
    • 提供了系统和方法,用于通过最小化成本的总和,包括与图像数据的不一致性和与不期望的曲线形状属性相关联的成本相关联的成本的总和来交互式构建对象边界。 实现了一种粒子滤波器优化算法,其包含可变强度,边界平滑度的内在偏好。 粒子滤波器产生并行构建的随机移动的替代序列,以避免卡在局部最小值中。 利用近似优化算法,将计算负担降低,释放资源分析与局部曲率相关的内在成本。 在一个实施例中,用户可以通过启动粒子流来构建曲线,并且通过选择在其上重新启动粒子的流上的视觉满意的位置。 用户还可以提供其他输入,例如下拉大坝,以在T形路口重定向流。 另外,结合了一个设施来在物体边界的角落自动地破坏平滑度约束。