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    • 12. 发明申请
    • MOTION DETECTION TECHNIQUES FOR IMPROVED IMAGE REMOTING
    • 用于改进图像去除的运动检测技术
    • US20110299785A1
    • 2011-12-08
    • US12793486
    • 2010-06-03
    • Voicu Anton AlbuNadim Y. AbdoCharles Lawrence Zitnick, III
    • Voicu Anton AlbuNadim Y. AbdoCharles Lawrence Zitnick, III
    • G06K9/62
    • G06F17/30017G06F3/1454G06F17/30873G09G2320/106
    • Techniques are disclosed for acceleration techniques for improved image remoting. A rolling 2D hash of a first image sent to a client is computed. When the server has a second image to send to the client, it calculates a rolling 2D hash of the new image. It also calculates “pivot points” for the images based on the rolling 2D hashes. Based on the pivot points, it determines possible matching hash windows between the two images that correspond to window moves or scrolls. Where a match is confirmed, it determines whether a “larger” a larger matching rectangle exists between the two images. It then instructs the client to display the matching rectangle that exists in the first image that the client has in the appropriate location in the second image, thereby saving the bandwidth requirements to re-transmit it to the client.
    • 公开了用于改进图像远程处理的加速技术的技术。 计算发送到客户端的第一个图像的滚动二维哈希。 当服务器有第二个图像发送给客户端时,它计算新图像的滚动二维哈希。 它还基于滚动的2D哈希计算图像的“枢轴点”。 基于枢轴点,它确定了对应于窗口移动或滚动的两个图像之间可能匹配的哈希窗口。 在确定匹配的情况下,它确定两个图像之间是否存在较大的匹配矩形。 然后指示客户端显示客户端在第二个图像中的适当位置中存在的第一个图像中存在的匹配矩形,从而节省了将其重新发送给客户端的带宽要求。
    • 15. 发明申请
    • CLUSTERING VIDEOS BY LOCATION
    • 按地点分组视频
    • US20100254614A1
    • 2010-10-07
    • US12416152
    • 2009-04-01
    • Simon J. BakerCharles Lawrence Zitnick, IIIGerhard Florian Schroff
    • Simon J. BakerCharles Lawrence Zitnick, IIIGerhard Florian Schroff
    • G06K9/68
    • G06K9/00718G06F17/30781G06F17/3082G06K9/6219Y02D10/45
    • Described is a technology in which video shots are clustered based upon the location at which the shots were captured. A global energy function is optimized, including a first term that computes clusters so as to be reasonably dense and well connected, to match the possible shots that are captured at a location, e.g., based on similarity scores between pairs of shots. A second term is a temporal prior that encourages subsequent shots to be placed in the same cluster. The shots may be represented as nodes of a minimum spanning tree having edges with weights that are based on the similarity score between the shots represented by their respective nodes. Agglomerative clustering is performed by selecting pairs of available clusters, merging the pairs and keeping the pair with the lowest cost. Clusters are iteratively merged until a stopping criterion or criteria is met (e.g., only a single cluster remains).
    • 描述了一种基于拍摄拍摄位置来进行视频拍摄的技术。 优化了全局能量函数,包括计算集群以便相当密集和良好连接的第一项,以匹配在某个位置捕获的可能的拍摄,例如,基于拍摄对之间的相似性得分。 第二个术语是时间先前,鼓励后续的镜头被放置在同一个集群中。 拍摄可以被表示为具有基于由它们各自的节点表示的拍摄之间的相似性得分的权重的边缘的最小生成树的节点。 通过选择成对的可用集群,合并对并保持成本最低的组合来执行集群聚类。 集群被迭代合并,直到满足停止标准或条件(例如,仅剩下一个集群)。
    • 19. 发明授权
    • Image patch descriptors
    • 图像补丁描述符
    • US08538164B2
    • 2013-09-17
    • US12910868
    • 2010-10-25
    • Charles Lawrence Zitnick, III
    • Charles Lawrence Zitnick, III
    • G06K9/36G06K9/48
    • G06K9/4671G06K9/4642G06K9/4661G06K2009/4666
    • Described herein are various technologies for generating descriptors for image patches. An image patch can be received, and gradients of pixels in the image patch can be determined. The gradients are normalized based upon an average magnitude of the gradients in a local spatial region with respect to a given pixel under consideration. A four-dimensional histogram is defined that takes into consideration pixel orientation, and normalized gradients are selectively assigned to bins of the histogram. The bins are binarized as a function of a number of gradients assigned thereto, and the binarized bins can be utilized as a descriptor for the image patch.
    • 这里描述了用于生成图像块的描述符的各种技术。 可以接收图像补丁,并且可以确定图像补丁中的像素的渐变。 基于在考虑的给定像素的局部空间区域中的梯度的平均幅度来对梯度进行归一化。 定义考虑到像素取向的四维直方图,并且将归一化梯度选择性地分配给直方图的块。 作为分配给它的梯度的数量的函数,将箱体二进制化,并且二进制化的箱体可以用作图像补丁的描述符。
    • 20. 发明授权
    • Detecting an interest point in an image using edges
    • 使用边缘检测图像中的兴趣点
    • US08538077B2
    • 2013-09-17
    • US13099365
    • 2011-05-03
    • Charles Lawrence Zitnick, III
    • Charles Lawrence Zitnick, III
    • G06K9/00
    • G06K9/4623
    • Technology is described for detecting an interest point in an image using edges. An example method can include the operation of computing locally normalized edge magnitudes and edge orientations for the image using a processor to form a normalized gradient image. The normalized gradient image can be divided into a plurality of image orientation maps having edge orientations. Orientation dependent filtering can be applied to the image orientation maps to form response images. A further operation can be summing the response images to obtain an aggregated filter response image. Maxima can be identified in spatial position and scale in the aggregated filter response image. Maxima in the aggregated filter response image can be defined as interest points.
    • 描述了用于使用边缘检测图像中的兴趣点的技术。 示例性方法可以包括使用处理器计算图像的局部归一化边缘幅度和边缘取向以进行归一化梯度图像的操作。 归一化梯度图像可以被划分为具有边缘取向的多个图像取向图。 可以将取向依赖滤波应用于图像取向图以形成响应图像。 进一步的操作可以是对响应图像求和以获得聚集的滤波器响应图像。 可以在聚合过滤器响应图像中以空间位置和比例来识别Maxima。 聚合过滤器响应图像中的Maxima可以定义为兴趣点。