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    • 1. 发明申请
    • MOVING OBJECT DETECTION APPARATUS AND MOVING OBJECT DETECTION METHOD
    • 移动物体检测装置和移动物体检测方法
    • US20120206597A1
    • 2012-08-16
    • US13454577
    • 2012-04-24
    • Ayako KomotoKunio NoboriMasahiro Iwasaki
    • Ayako KomotoKunio NoboriMasahiro Iwasaki
    • H04N7/18G06K9/48G06K9/34G06K9/46
    • G06K9/00805G06T7/215G06T2207/30241
    • A moving object detection apparatus includes: a stationary measure calculation unit calculating, for each of trajectories, a stationary measure representing likelihood that the trajectory belongs to a stationary object; a distance calculation unit calculating a distance representing similarity between trajectories; and a region detection unit (i) performing a transformation based on the stationary measures and the distances between the trajectories, so that a ratio of a distance between a trajectory on stationary object and a trajectory on moving object, to a distance between trajectories both belonging to stationary object becomes greater than a ratio obtained before the transformation and (ii) detecting the moving object region by separating the trajectory on the moving object from the trajectory on the stationary object, based on a geodesic distance between the trajectories.
    • 移动物体检测装置包括:静止测量计算单元针对每个轨迹计算表示轨迹属于静止物体的可能性的静止测量值; 距离计算单元,计算表示轨迹之间的相似度的距离; 以及区域检测单元(i)基于静止测量和轨迹之间的距离执行变换,使得静止物体上的轨迹与移动物体上的轨迹之间的距离与所属轨迹之间的距离 到静止对象变得大于在变换之前获得的比率,以及(ii)基于轨迹之间的测地距离,通过将移动物体上的轨迹与静止物体上的轨迹分开来检测运动物体区域。
    • 2. 发明申请
    • MOVING OBJECT DETECTION APPARATUS AND MOVING OBJECT DETECTION METHOD
    • 移动物体检测装置和移动物体检测方法
    • US20110255747A1
    • 2011-10-20
    • US13170354
    • 2011-06-28
    • Masahiro IwasakiKunio NoboriAyako Komoto
    • Masahiro IwasakiKunio NoboriAyako Komoto
    • G06K9/00
    • G06K9/00348G06T7/215G06T7/223G06T2207/30196G06T2207/30241
    • A moving object detection apparatus includes: an image input unit which receives a plurality of pictures included in video; a trajectory calculating unit which calculates a plurality of trajectories from the pictures; a subclass classification unit which classifies the trajectories into a plurality of subclasses; an inter-subclass approximate geodetic distance calculating unit which calculates, for each of the subclasses, an inter-subclass approximate geodetic distance representing similarity between the subclass and another subclass, using an inter-subclass distance that is a distance including a minimum value of a linear distance between each of trajectories belonging to the subclass and one of trajectories belonging to the other subclass; and a segmentation unit which performs segmentation by determining, based on the calculated inter-subclass approximate geodetic distance, a set of subclasses including similar trajectories as one class.
    • 一种运动物体检测装置,包括:图像输入单元,其接收包含在视频中的多个图像; 轨迹计算单元,其从所述图像计算多个轨迹; 子类分类单元,将轨迹分类成多个子类; 子类近似测地距离计算单元,对于每个子类,使用代表子类和另一子类之间的相似性的子类间近似大地测距,使用作为包括最小值的距离的子类间距离 属于子类的每个轨迹与属于另一子类的轨迹之间的线性距离; 以及分割单元,其通过基于所计算的亚类间近似测地距离,通过确定包括与一个类别相似的轨迹的一组子类来执行分割。
    • 3. 发明授权
    • Method and apparatus for trajectory estimation, and method for segmentation
    • 用于轨迹估计的方法和装置,以及分割方法
    • US08948448B2
    • 2015-02-03
    • US13336330
    • 2011-12-23
    • Masahiro IwasakiKunio NoboriAyako KomotoFabio GalassoRoberto Cipolla
    • Masahiro IwasakiKunio NoboriAyako KomotoFabio GalassoRoberto Cipolla
    • G06K9/00G06T7/20
    • G06T7/2006G06T7/215
    • A trajectory estimation apparatus includes: an image acceptance unit which accepts images that are temporally sequential and included in the video; a hierarchical subregion generating unit which generates subregions at hierarchical levels by performing hierarchical segmentation on each of the images accepted by the image acceptance unit such that, among subregions belonging to hierarchical levels different from each other, a spatially larger subregion includes spatially smaller subregions; and a representative trajectory estimation unit which estimates, as a representative trajectory, a trajectory, in the video, of a subregion included in a certain image, by searching for a subregion that is most similar to the subregion included in the certain image, across hierarchical levels in an image different from the certain image.
    • 轨迹估计装置包括:图像接收单元,其接收时间上顺序并包括在视频中的图像; 分级子区域生成单元,其通过对由图像接收单元接受的每个图像执行分层分割,使得在属于彼此不同的分层级的子区域中,空间上较大的子区域包括空间较小的子区域,以分层级生成子区域; 以及代表性轨迹估计单元,通过搜索与特定图像中包括的该子区域最相似的子区域,通过搜索包含在特定图像中的子区域中的轨迹在视频中估计特定图像中的轨迹 图像中的图像与某些图像不同。
    • 5. 发明授权
    • Moving object detection apparatus and moving object detection method
    • 移动物体检测装置和移动物体检测方法
    • US08599252B2
    • 2013-12-03
    • US13454577
    • 2012-04-24
    • Ayako KomotoKunio NoboriMasahiro Iwasaki
    • Ayako KomotoKunio NoboriMasahiro Iwasaki
    • H04N7/18G06K9/00G06K9/34
    • G06K9/00805G06T7/215G06T2207/30241
    • A moving object detection apparatus includes: a stationary measure calculation unit calculating, for each of trajectories, a stationary measure representing likelihood that the trajectory belongs to a stationary object; a distance calculation unit calculating a distance representing similarity between trajectories; and a region detection unit (i) performing a transformation based on the stationary measures and the distances between the trajectories, so that a ratio of a distance between a trajectory on stationary object and a trajectory on moving object, to a distance between trajectories both belonging to stationary object becomes greater than a ratio obtained before the transformation and (ii) detecting the moving object region by separating the trajectory on the moving object from the trajectory on the stationary object, based on a geodesic distance between the trajectories.
    • 移动物体检测装置包括:静止测量计算单元针对每个轨迹计算表示轨迹属于静止物体的可能性的静止测量值; 距离计算单元,计算表示轨迹之间的相似度的距离; 以及区域检测单元(i)基于静止测量和轨迹之间的距离执行变换,使得静止物体上的轨迹与移动物体上的轨迹之间的距离与所属轨迹之间的距离 到静止对象变得大于在变换之前获得的比率,以及(ii)基于轨迹之间的测地距离,通过将移动物体上的轨迹与静止物体上的轨迹分开来检测运动物体区域。
    • 6. 发明授权
    • Moving object detection apparatus and moving object detection method
    • 移动物体检测装置和移动物体检测方法
    • US08582822B2
    • 2013-11-12
    • US13170354
    • 2011-06-28
    • Masahiro IwasakiKunio NoboriAyako Komoto
    • Masahiro IwasakiKunio NoboriAyako Komoto
    • G06K9/00
    • G06K9/00348G06T7/215G06T7/223G06T2207/30196G06T2207/30241
    • A moving object detection apparatus includes: an image input unit which receives a plurality of pictures included in video; a trajectory calculating unit which calculates a plurality of trajectories from the pictures; a subclass classification unit which classifies the trajectories into a plurality of subclasses; an inter-subclass approximate geodetic distance calculating unit which calculates, for each of the subclasses, an inter-subclass approximate geodetic distance representing similarity between the subclass and another subclass, using an inter-subclass distance that is a distance including a minimum value of a linear distance between each of trajectories belonging to the subclass and one of trajectories belonging to the other subclass; and a segmentation unit which performs segmentation by determining, based on the calculated inter-subclass approximate geodetic distance, a set of subclasses including similar trajectories as one class.
    • 一种运动物体检测装置,包括:图像输入单元,其接收包含在视频中的多个图像; 轨迹计算单元,其从所述图像计算多个轨迹; 子类分类单元,将轨迹分类成多个子类; 子类近似测地距离计算单元,对于每个子类,使用代表子类和另一子类之间的相似性的子类间近似大地测距,使用作为包括最小值的距离的子类间距离 属于子类的每个轨迹与属于另一子类的轨迹之间的线性距离; 以及分割单元,其通过基于所计算的亚类间近似测地距离,通过确定包括与一个类别相似的轨迹的一组子类来执行分割。
    • 8. 发明授权
    • Moving object detection method and moving object detection apparatus
    • 移动物体检测方法和移动物体检测装置
    • US08213681B2
    • 2012-07-03
    • US12920180
    • 2009-12-18
    • Kunio NoboriMasahiro IwasakiAyako Komoto
    • Kunio NoboriMasahiro IwasakiAyako Komoto
    • G06K9/00G06K9/34
    • G06T7/215G06T2207/10016G06T2207/30196G06T2207/30241
    • A moving object detection method with which a region of a moving object is accurately extracted without being affected by a change in shape or size or occlusion of the moving object and in which a distance indicating a similarity between trajectories of an image in each of the blocks included in video is calculated (S203) and a group of similar trajectories is identified as one region based on the distance (S209). Step S209 includes, for each of the thresholds, (1) non-linearization of the distance, (2) calculating a geodetic distance between plural trajectories from the distance after non-linearization (S204), (3) specifying, as region candidates, a group of trajectories which are distant from each other by the geodetic distance of a finite value, from among the trajectories (S205), calculating an interregional geodetic distance that is a scale indicating the similarity between the region candidates (S206), and selecting, from the region candidates, a region candidate having the interregional geodetic distance that satisfies a predetermined condition, as a result of segmentation (S207).
    • 一种移动物体检测方法,其中运动物体的区域被精确地提取而不受移动物体的形状或大小或遮挡的变化的影响,并且其中指示每个块中的图像的轨迹之间的相似度的距离 计算视频中包含的视频(S203),并且基于距离将一组类似的轨迹识别为一个区域(S209)。 步骤S209包括对于每个阈值,(1)距离的非线性化,(2)从非线性化之后的距离计算多个轨迹之间的测地距离(S204),(3)指定作为区域候选, (S205)中计算作为有区别候选之间的相似度的尺度的区间大地测距(S206)的距离相差很远的轨迹(S205) 作为分割的结果,从区域候补,具有满足预定条件的区域间测距距离的区域候选者(S207)。
    • 10. 发明申请
    • MOVING OBJECT DETECTION METHOD AND MOVING OBJECT DETECTION APPARATUS
    • 移动物体检测方法和移动物体检测装置
    • US20110002509A1
    • 2011-01-06
    • US12920180
    • 2009-12-18
    • Kunio NoboriMasahiro IwasakiAyako Komoto
    • Kunio NoboriMasahiro IwasakiAyako Komoto
    • G06T7/00
    • G06T7/215G06T2207/10016G06T2207/30196G06T2207/30241
    • A moving object detection method with which a region of a moving object is accurately extracted without being affected by a change in shape or size or occlusion of the moving object and in which a distance indicating a similarity between trajectories of an image in each of the blocks included in video is calculated (S203) and a group of similar trajectories is identified as one region based on the distance (S209). Step S209 includes, for each of the thresholds, (1) non-linearization of the distance, (2) calculating a geodetic distance between plural trajectories from the distance after non-linearization (S204), (3) specifying, as region candidates, a group of trajectories which are distant from each other by the geodetic distance of a finite value, from among the trajectories (S205), calculating an interregional geodetic distance that is a scale indicating the similarity between the region candidates (S206), and selecting, from the region candidates, a region candidate having the interregional geodetic distance that satisfies a predetermined condition, as a result of segmentation (S207).
    • 一种移动物体检测方法,其中运动物体的区域被精确地提取而不受移动物体的形状或大小或遮挡的变化的影响,并且其中指示每个块中的图像的轨迹之间的相似度的距离 计算视频中包含的视频(S203),并且基于距离将一组类似的轨迹识别为一个区域(S209)。 步骤S209包括对于每个阈值,(1)距离的非线性化,(2)从非线性化之后的距离计算多个轨迹之间的测地距离(S204),(3)指定作为区域候选, (S205)中计算作为有区间候选之间的相似度的尺度的区间大地测距(S206),并且选择, 作为分割的结果,从区域候补,具有满足预定条件的区域间测距距离的区域候选者(S207)。