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1.发明申请LEARNING APPARATUS FOR PATTERN DETECTOR, LEARNING METHOD AND COMPUTER-READABLE STORAGE MEDIUM 有权模式检测器，学习方法和计算机可读存储介质的学习设备公开(公告)号：US20090324060A1
公开(公告)日：2009-12-31
申请号：US12485020
申请日：2009-06-15
申请人： Hiroshi Sato , Katsuhiko Mori , Masakazu Matsugu , Kan Torii , Yuji Kaneda , Takashi Suzuki
发明人： Hiroshi Sato , Katsuhiko Mori , Masakazu Matsugu , Kan Torii , Yuji Kaneda , Takashi Suzuki
IPC分类号： G06K9/62
CPC分类号： G06K9/6257 , G06K9/00228 , G06K9/4609 , G06K9/6282
摘要： A learning apparatus for a pattern detector, which includes a plurality of weak classifiers and detects a specific pattern from input data by classifications of the plurality of weak classifiers, acquires a plurality of data for learning in each of which whether or not the specific pattern is included is given, makes the plurality of weak classifiers learn by making the plurality of weak classifiers detect the specific pattern from the acquired data for learning, selects a plurality of weak classifiers to be composited from the weak classifiers which have learned, and composites the plurality of weak classifiers into one composite weak classifier based on comparison between a performance of the composite weak classifier and performances of the plurality of weak classifiers.
摘要翻译： 一种用于模式检测器的学习装置，包括多个弱分类器，并通过多个弱分类器的分类从输入数据检测特定模式，获取多个用于学习的数据，每个数据是否具体模式是 通过使多个弱分类器从所获取的学习数据中检测出特定模式，使得多个弱分类器学习，从已经学习的弱分类器中选择要合成的多个弱分类器，并且复合多个弱分类器 基于复合弱分类器的性能与多个弱分类器的性能之间的比较，将弱分类器转换为一个复合弱分类器。
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公开(公告)号：US20070242856A1
公开(公告)日：2007-10-18
申请号：US11630031
申请日：2005-06-27
申请人： Takashi Suzuki , Katsuhiko Mori , Masakazu Matsugu
发明人： Takashi Suzuki , Katsuhiko Mori , Masakazu Matsugu
IPC分类号： G06K9/00
CPC分类号： G06K9/00281 , G06K9/00275 , G06K9/4628
摘要： A feature extraction unit (23) extracts features of an object of interest included in an image. A local region setting unit (24) sets a local region that includes a feature group required to obtain the shape of the object and a local region that includes a feature group required to obtain the positional relationship. A feature vector generation unit (25) calculates feature vector data in the set local regions. An object recognition unit (26) determines which of different objects the object of interest is, on the basis of the feature vectors.
摘要翻译： 特征提取单元（23）提取包括在图像中的感兴趣对象的特征。 局部区域设定单元（24）设定包含获取对象形状所需要的特征组的局部区域和包含获取位置关系所需特征组的局部区域。 特征向量生成单元（25）计算设定的局部区域中的特征向量数据。 基于特征向量，对象识别单元（26）确定感兴趣对象的哪个不同对象。
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公开(公告)号：US07912253B2
公开(公告)日：2011-03-22
申请号：US11630031
申请日：2005-06-27
申请人： Takashi Suzuki , Katsuhiko Mori , Masakazu Matsugu
发明人： Takashi Suzuki , Katsuhiko Mori , Masakazu Matsugu
IPC分类号： G06K9/00
CPC分类号： G06K9/00281 , G06K9/00275 , G06K9/4628
摘要： A feature extraction unit (23) extracts features of an object of interest included in an image. A local region setting unit (24) sets a local region that includes a feature group required to obtain the shape of the object and a local region that includes a feature group required to obtain the positional relationship. A feature vector generation unit (25) calculates feature vector data in the set local regions. An object recognition unit (26) determines which of different objects the object of interest is, on the basis of the feature vectors.
摘要翻译： 特征提取单元（23）提取包括在图像中的感兴趣对象的特征。 局部区域设定单元（24）设定包含获取对象形状所需要的特征组的局部区域和包含获取位置关系所需特征组的局部区域。 特征向量生成单元（25）计算设定的局部区域中的特征向量数据。 基于特征向量，对象识别单元（26）确定感兴趣对象的哪个不同对象。
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4.发明申请IMAGE PROCESSING APPARATUS FOR IDENTIFYING AN INDIVIDUAL OBJECT, IMAGE PROCESSING METHOD, AND STORAGE MEDIUM 有权用于识别个体对象，图像处理方法和存储介质的图像处理装置公开(公告)号：US20080002862A1
公开(公告)日：2008-01-03
申请号：US11771382
申请日：2007-06-29
申请人： Masakazu Matsugu , Katsuhiko Mori , Takashi Suzuki
发明人： Masakazu Matsugu , Katsuhiko Mori , Takashi Suzuki
IPC分类号： G06K9/00
CPC分类号： G06K9/00248 , G06K9/00261 , G06K9/00315
摘要： An image capturing unit acquires an image including an object. A state detection unit detects the state of the object in the image. An individual recognition processing unit determines one of a plurality of individual identification process modules in correspondence with the state detected by the state detection unit. The individual recognition processing unit executes, for the object in the image, an individual identification process by the determined individual identification process module.
摘要翻译： 图像拍摄单元获取包括对象的图像。 状态检测单元检测图像中物体的状态。 个体识别处理单元根据由状态检测单元检测到的状态确定多个个体识别处理模块中的一个。 个体识别处理单元对图像中的对象执行由确定的个体识别处理模块进行的个体识别处理。
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公开(公告)号：US08515136B2
公开(公告)日：2013-08-20
申请号：US11330138
申请日：2006-01-12
IPC分类号： G06K9/00
CPC分类号： G06K9/00281 , G06K9/00221 , G06K9/00302 , G06K9/00315 , G06K9/00664 , G06T7/73 , G06T2207/10016 , G06T2207/20084 , G06T2207/30201
摘要： An image including a face is input (S201), a plurality of local features are detected from the input image, a region of a face in the image is specified using the plurality of detected local features (S202), and an expression of the face is determined on the basis of differences between the detection results of the local features in the region of the face and detection results which are calculated in advance as references for respective local features in the region of the face (S204).
摘要翻译： 输入包括脸部的图像（S201），从输入图像检测多个局部特征，使用多个检测到的局部特征来指定图像中的脸部的区域（S202），并且脸部的表达 基于面部区域中的局部特征的检测结果与预先计算的检测结果之间的差异确定，作为面部区域中的各个局部特征的参考（S204）。
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6.发明授权Learning apparatus for pattern detector, learning method and computer-readable storage medium 有权用于图案检测器，学习方法和计算机可读存储介质的学习装置公开(公告)号：US08331655B2
公开(公告)日：2012-12-11
申请号：US12485020
申请日：2009-06-15
申请人： Hiroshi Sato , Katsuhiko Mori , Masakazu Matsugu , Kan Torii , Yuji Kaneda , Takashi Suzuki
发明人： Hiroshi Sato , Katsuhiko Mori , Masakazu Matsugu , Kan Torii , Yuji Kaneda , Takashi Suzuki
CPC分类号： G06K9/6257 , G06K9/00228 , G06K9/4609 , G06K9/6282
摘要： A learning apparatus for a pattern detector, which includes a plurality of weak classifiers and detects a specific pattern from input data by classifications of the plurality of weak classifiers, acquires a plurality of data for learning in each of which whether or not the specific pattern is included is given, makes the plurality of weak classifiers learn by making the plurality of weak classifiers detect the specific pattern from the acquired data for learning, selects a plurality of weak classifiers to be composited from the weak classifiers which have learned, and composites the plurality of weak classifiers into one composite weak classifier based on comparison between a performance of the composite weak classifier and performances of the plurality of weak classifiers.
摘要翻译： 一种用于模式检测器的学习装置，包括多个弱分类器，并通过多个弱分类器的分类从输入数据检测特定模式，获取多个用于学习的数据，每个数据是否具体模式是 通过使多个弱分类器从所获取的用于学习的数据中检测到特定模式，使多个弱分类器学习，从已经学习的弱分类器中选择要合成的多个弱分类器，并且复合多个 基于复合弱分类器的性能与多个弱分类器的性能之间的比较，将弱分类器转换为一个复合弱分类器。
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7.发明授权Image processing apparatus for identifying an individual object, image processing method, and storage medium 有权用于识别单个物体的图像处理装置，图像处理方法和存储介质公开(公告)号：US08311272B2
公开(公告)日：2012-11-13
申请号：US11771382
申请日：2007-06-29
申请人： Masakazu Matsugu , Katsuhiko Mori , Takashi Suzuki
发明人： Masakazu Matsugu , Katsuhiko Mori , Takashi Suzuki
CPC分类号： G06K9/00248 , G06K9/00261 , G06K9/00315
摘要： An image capturing unit acquires an image including an object. A state detection unit detects the state of the object in the image. An individual recognition processing unit determines one of a plurality of individual identification process modules in correspondence with the state detected by the state detection unit. The individual recognition processing unit executes, for the object in the image, an individual identification process by the determined individual identification process module.
摘要翻译： 图像拍摄单元获取包括对象的图像。 状态检测单元检测图像中物体的状态。 个体识别处理单元根据由状态检测单元检测到的状态确定多个个体识别处理模块中的一个。 个体识别处理单元对图像中的对象执行由确定的个体识别处理模块进行的个体识别处理。
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公开(公告)号：US20060115157A1
公开(公告)日：2006-06-01
申请号：US11330138
申请日：2006-01-12
CPC分类号： G06K9/00281 , G06K9/00221 , G06K9/00302 , G06K9/00315 , G06K9/00664 , G06T7/73 , G06T2207/10016 , G06T2207/20084 , G06T2207/30201
摘要： An image including a face is input (S201), a plurality of local features are detected from the input image, a region of a face in the image is specified using the plurality of detected local features (S202), and an expression of the face is determined on the basis of differences between the detection results of the local features in the region of the face and detection results which are calculated in advance as references for respective local features in the region of the face (S204).
摘要翻译： 输入包括脸部的图像（S 201），从输入图像检测多个局部特征，使用多个检测到的局部特征来指定图像中的脸部区域（S 202），并且表达式 基于面部区域中的局部特征的检测结果与预先计算的检测结果之间的差异来确定面部（S 204），以作为面部区域中的各个局部特征的参考。
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9.发明申请IMAGE MATCHING APPARATUS, IMAGE MATCHING METHOD, COMPUTER PROGRAM AND COMPUTER-READABLE STORAGE MEDIUM 有权图像匹配装置，图像匹配方法，计算机程序和计算机可读存储介质公开(公告)号：US20080219516A1
公开(公告)日：2008-09-11
申请号：US11847317
申请日：2007-08-29
申请人： Takashi Suzuki , Masakazu Matsugu
发明人： Takashi Suzuki , Masakazu Matsugu
CPC分类号： G06K9/00228
摘要： An image matching apparatus comprising, a detector adapted to detects, from an input image containing an object to be matched, a region where the object exists, an estimation unit adapted to estimates a parameter regarding a displaying characteristic based on an image of the region, a correction unit adapted to corrects the displaying characteristic of the input image based on the parameter, and a matching unit adapted to matches the corrected input image containing the object to be matched with an image containing a matching object.
摘要翻译： 一种图像匹配装置，包括：检测器，适于从包含要匹配对象的输入图像检测所述对象存在的区域;估计单元，适于基于所述区域的图像估计关于显示特性的参数; 校正单元，其适于基于该参数来校正输入图像的显示特性;以及匹配单元，其适于使包含要匹配的对象的校正输入图像与包含匹配对象的图像匹配。
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10.发明授权Image matching apparatus, image matching method, computer program and computer-readable storage medium 有权图像匹配装置，图像匹配方法，计算机程序和计算机可读存储介质公开(公告)号：US07995805B2
公开(公告)日：2011-08-09
申请号：US11847317
申请日：2007-08-29
申请人： Takashi Suzuki , Masakazu Matsugu
发明人： Takashi Suzuki , Masakazu Matsugu
CPC分类号： G06K9/00228
摘要： An image matching apparatus comprising, a detector adapted to detects, from an input image containing an object to be matched, a region where the object exists, an estimation unit adapted to estimates a parameter regarding a displaying characteristic based on an image of the region, a correction unit adapted to corrects the displaying characteristic of the input image based on the parameter, and a matching unit adapted to matches the corrected input image containing the object to be matched with an image containing a matching object.
摘要翻译： 一种图像匹配装置，包括：检测器，适于从包含要匹配对象的输入图像检测所述对象存在的区域;估计单元，适于基于所述区域的图像估计关于显示特性的参数; 校正单元，其适于基于该参数来校正输入图像的显示特性;以及匹配单元，其适于使包含要匹配的对象的校正输入图像与包含匹配对象的图像匹配。
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