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1.发明授权Detecting device for specific subjects and learning device and learning method thereof 有权针对特定科目和学习装置的检测装置及其学习方法公开(公告)号：US08457391B2
公开(公告)日：2013-06-04
申请号：US12602635
申请日：2008-05-30
申请人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
发明人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
CPC分类号： G06K9/6257 , G06K9/00248
摘要： The invention discloses a detecting device for specific subjects and a learning device and method thereof. The detecting device for specific subjects includes an input unit, one or more strong classifying units, a storage unit and a judging unit, wherein the input unit is used for inputting images to be detected; the strong classifying units are used for carrying out strong classification to the image, each strong classifying unit includes one or more weak classifying units, and the weak classifying unit carries out weak classification to the image with a weak classifying template; the storage unit stores the weak classifying template used by the weak classifying unit; and the judging unit judges whether or not the image contains specific subjects according to the classification result of the strong classifying unit. The detecting device for specific subjects also includes an incremental sample input unit and a learning unit, wherein the incremental sample input unit is used for inputting data for incremental learning, namely for inputting an incremental learning sample, which is data undetected and wrongly detected by the detecting device or other detecting devices for specific subjects; the learning unit is used for updating the weak classifying template stored in the storage unit according to the incremental learning sample inputted by the incremental sample input unit.
摘要翻译： 本发明公开了一种特定对象的检测装置及其学习装置及其方法。 用于特定对象的检测装置包括输入单元，一个或多个强分类单元，存储单元和判断单元，其中输入单元用于输入要检测的图像; 强分类单位用于对图像进行强分类，每个强分类单位包括一个或多个弱分类单位，弱分类单位用弱分类模板对图像进行弱分类; 存储单元存储由弱分类单元使用的弱分类模板; 并且判断单元根据强分类单元的分类结果判断图像是否包含特定对象。 用于特定主体的检测装置还包括增量采样输入单元和学习单元，其中增量采样输入单元用于输入用于增量学习的数据，即用于输入增量学习样本，该增量学习样本是未被检测到并被错误检测的数据 用于特定对象的检测装置或其他检测装置; 学习单元用于根据由增量抽样输入单元输入的递增学习样本来更新存储在存储单元中的弱分类模板。
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公开(公告)号：US08520955B2
公开(公告)日：2013-08-27
申请号：US12810449
申请日：2008-12-24
申请人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
发明人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
IPC分类号： G06K9/46
CPC分类号： G06K9/00221 , G06K9/00228 , G06K9/00248 , G06K9/4614
摘要： The present invention discloses an object detection apparatus and method. A feature extracting section of the present invention comprises: a feature point extracting section, for extracting a combination of predetermined feature point pairs from an image; a pixel value obtaining section, for obtaining a pixel value of each feature point in the combination of feature point pairs; a feature point comparing section, for comparing, in accordance with the pixel values obtained by the pixel value obtaining section, two feature points in each feature point pair to obtain a logical value; and an feature obtaining section, for determining the feature of the image in accordance with the logical value.
摘要翻译： 本发明公开了一种物体检测装置和方法。 本发明的特征提取部分包括：特征点提取部分，用于从图像中提取预定特征点对的组合; 像素值获取部，用于获得特征点对的组合中的每个特征点的像素值; 特征点比较部分，用于根据由像素值获取部分获得的像素值，比较每个特征点对中的两个特征点以获得逻辑值; 以及特征获取部分，用于根据该逻辑值确定图像的特征。
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公开(公告)号：US20110007974A1
公开(公告)日：2011-01-13
申请号：US12810449
申请日：2008-12-24
申请人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
发明人： Haizhou Ai , Chang Huang , Shihong Lao , Takayoshi Yamashita
IPC分类号： G06K9/46
CPC分类号： G06K9/00221 , G06K9/00228 , G06K9/00248 , G06K9/4614
摘要： The present invention discloses an object detection apparatus and method. A feature extracting section of the present invention comprises: a feature point extracting section, for extracting a combination of predetermined feature point pairs from an image; a pixel value obtaining section, for obtaining a pixel value of each feature point in the combination of feature point pairs; a feature point comparing section, for comparing, in accordance with the pixel values obtained by the pixel value obtaining section, two feature points in each feature point pair to obtain a logical value; and an feature obtaining section, for determining the feature of the image in accordance with the logical value.
摘要翻译： 本发明公开了一种物体检测装置和方法。 本发明的特征提取部分包括：特征点提取部分，用于从图像中提取预定特征点对的组合; 像素值获取部，用于获得特征点对的组合中的每个特征点的像素值; 特征点比较部分，用于根据由像素值获取部分获得的像素值，比较每个特征点对中的两个特征点以获得逻辑值; 以及特征获取部分，用于根据该逻辑值确定图像的特征。
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公开(公告)号：US07876965B2
公开(公告)日：2011-01-25
申请号：US11543158
申请日：2006-10-05
申请人： Haizhou Ai , Chang Huang , Yuan Li , Shihong Lao
发明人： Haizhou Ai , Chang Huang , Yuan Li , Shihong Lao
IPC分类号： G06K9/70
CPC分类号： G06K9/6257 , G06K9/00208 , G06K9/00228 , G06K9/6282
摘要： An apparatus and a method for detecting from an image a particular subject corresponding to multiple views of the subject by dividing a particular subject space into a plurality of subject subspaces and further dividing a subject subspace into subject subspaces representing multiple views; configuring a tree-structured detector wherein the tree structure has a root node that covers all subject subspaces and has a plurality of branches, each branch corresponding to a child node that covers at least one subject subspace; training each node to determine which nodes in the adjacent lower layer the images of the subject in the corresponding nodes should be sent.
摘要翻译： 一种用于通过将特定对象空间划分成多个对象子空间并且将主题子空间划分成表示多个视图的对象子空间来检测与对象的多个视图相对应的特定对象的图像的装置和方法; 配置树结构检测器，其中所述树结构具有覆盖所有对象子空间并具有多个分支的根节点，每个分支对应于覆盖至少一个主题子空间的子节点; 训练每个节点以确定相邻下层中哪些节点应该发送相应节点中的对象的图像。
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公开(公告)号：US07457432B2
公开(公告)日：2008-11-25
申请号：US11003004
申请日：2004-12-02
申请人： Haizhou Ai , Chang Huang , Bo Wu , Shihong Lao
发明人： Haizhou Ai , Chang Huang , Bo Wu , Shihong Lao
CPC分类号： G06K9/00228 , G06K9/6257
摘要： Unlike in the prior art in which the correspondence between a feature and a judgment value in an intended area is obtained by a single threshold value, the correspondence of the judgment value is obtained independently for each feature by use of a look-up table or the like. This makes it possible to achieve an accurate correspondence between the judgment value and the feature and thus to improve the high processing accuracy. Also, in the prior art, the judgment is repeated several times to secure the accuracy of the judgment and based on the total result thereof, the final judgment is made. Since the accuracy of each process is improved, however, the number of times the judgment is repeated is reduced for a higher processing speed.
摘要翻译： 与通过单个阈值获得特征与预期区域中的判断值之间的对应关系的现有技术不同，通过使用查找表或每个特征单独地获得每个特征的判断值的对应关系 喜欢。 这使得可以实现判断值与特征之间的精确对应，从而提高高处理精度。 此外，在现有技术中，重复多次判断以确保判断的准确性，并且基于其总结果，进行最终判断。 然而，由于每个处理的精度都得到改善，所以在更高的处理速度下减少了重复判断的次数。
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公开(公告)号：US20050271245A1
公开(公告)日：2005-12-08
申请号：US11003004
申请日：2004-12-02
申请人： Haizhou Ai , Chang Huang , Bo Wu , Shihong Lao
发明人： Haizhou Ai , Chang Huang , Bo Wu , Shihong Lao
CPC分类号： G06K9/00228 , G06K9/6257
摘要： Unlike in the prior art in which the correspondence between a feature and a judgment value in an intended area is obtained by a single threshold value, the correspondence of the judgment value is obtained independently for each feature by use of a look-up table or the like. This makes it possible to achieve an accurate correspondence between the judgment value and the feature and thus to improve the high processing accuracy. Also, in the prior art, the judgment is repeated several times to secure the accuracy of the judgment and based on the total result thereof, the final judgment is made. Since the accuracy of each process is improved, however, the number of times the judgment is repeated is reduced for a higher processing speed.
摘要翻译： 与通过单个阈值获得特征与预期区域中的判断值之间的对应关系的现有技术不同，通过使用查找表或每个特征单独地获得每个特征的判断值的对应关系 喜欢。 这使得可以实现判断值与特征之间的精确对应，从而提高高处理精度。 此外，在现有技术中，重复多次判断以确保判断的准确性，并且基于其总结果，进行最终判断。 然而，由于每个处理的精度都得到改善，所以在更高的处理速度下减少了重复判断的次数。
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公开(公告)号：US20070086660A1
公开(公告)日：2007-04-19
申请号：US11543158
申请日：2006-10-05
申请人： Haizhou Ai , Chang Huang , Yuan Li , Shihong Lao
发明人： Haizhou Ai , Chang Huang , Yuan Li , Shihong Lao
IPC分类号： G06K9/68
CPC分类号： G06K9/6257 , G06K9/00208 , G06K9/00228 , G06K9/6282
摘要： An apparatus and a method for detecting from an image a particular subject corresponding to multiple views of the subject by dividing a particular subject space into a plurality of subject subspaces and further dividing a subject subspace into subject subspaces representing multiple views; configuring a tree-structured detector wherein the tree structure has a root node that covers all subject subspaces and has a plurality of branches, each branch corresponding to a child node that covers at least one subject subspace; training each node to determine which nodes in the adjacent lower layer the images of the subject in the corresponding nodes should be sent.
摘要翻译： 一种用于通过将特定对象空间划分成多个对象子空间并且将主题子空间划分成表示多个视图的对象子空间来检测与对象的多个视图相对应的特定对象的图像的装置和方法; 配置树结构检测器，其中所述树结构具有覆盖所有对象子空间并具有多个分支的根节点，每个分支对应于覆盖至少一个主题子空间的子节点; 训练每个节点以确定相邻下层中哪些节点应该发送相应节点中的对象的图像。
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公开(公告)号：US20130094701A1
公开(公告)日：2013-04-18
申请号：US13441925
申请日：2012-04-09
申请人： Chang Huang
发明人： Chang Huang
IPC分类号： G06K9/62
CPC分类号： G06K9/6267 , G06K9/6257
摘要： Systems and methods are disclosed to perform object detection for images from an image sensor by reusing a 1-dimensional feature from a previously learned weak classifier and selecting a new feature to construct a 2-dimensional feature space; and cross partitioning the 2-dimensional space to learn optimal outputs for instances in each domain within a boosting framework.
摘要翻译： 公开了系统和方法，以通过重新使用来自先前学习的弱分类器的一维特征并选择新特征来构建二维特征空间来对来自图像传感器的图像执行对象检测; 并交叉划分二维空间，以在增强框架内为每个域中的实例学习最佳输出。
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9.发明授权Microelectronic contactor assembly, structures thereof, and methods of constructing same 有权微电子接触器组件，其结构及其构造方法公开(公告)号：US08305101B2
公开(公告)日：2012-11-06
申请号：US12709268
申请日：2010-02-19
CPC分类号： G01R1/07378
摘要： A plurality of inserts are anchored in holes or recesses in a probe head. Shafts are coupled to the inserts, and adjustable multi-part fasteners are attached to the shafts and to a stiffener. The multi-part fasteners are operated to move the shafts and couple the probe head, the stiffener, and other components of a microelectronic contactor assembly. In some embodiments, the inserts may be anchored in the probe head using an adhesive. In some embodiments, the probe head may comprise more than one major substrate, and the inserts may be anchored in either of the substrates.
摘要翻译： 多个插入件锚固在探针头中的孔或凹槽中。 轴联接到插入件，并且可调节的多部件紧固件附接到轴和加强件。 操作多部件紧固件以移动轴并耦合探针头，加强件和微电子接触器组件的其它部件。 在一些实施例中，插入件可以使用粘合剂锚定在探头中。 在一些实施例中，探针头可以包括多于一个主要基底，并且插入物可以锚固在任一基底中。
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10.发明申请公开(公告)号：US20120110495A1
公开(公告)日：2012-05-03
申请号：US13278825
申请日：2011-10-21
申请人： Jian Wen Chi , Fang Liang Dong , Chang Huang , Zi Xuan Zhou
发明人： Jian Wen Chi , Fang Liang Dong , Chang Huang , Zi Xuan Zhou
IPC分类号： G06F3/048
CPC分类号： G06F3/0482 , G06F3/0416 , G06F3/04842 , G06F3/04883
摘要： Electronic equipment is controlled with a touching-type signal input device. An inputted navigator-calling request is received. A request mode of the inputted navigator-calling request is compared with a predefined request mode. It is determined whether the request mode of the inputted navigator-calling request matches with the predefined request mode. A navigator is displayed in response to determining there is a match. The navigator has a set of tabs distributed on at least part of a closed structure.
摘要翻译： 电子设备由触摸式信号输入装置控制。 接收到输入的导航员呼叫请求。 将输入的导航器呼叫请求的请求模式与预定义的请求模式进行比较。 确定所输入的导航者呼叫请求的请求模式是否与预定义的请求模式相匹配。 响应确定有匹配，显示导航仪。 导航器具有分布在封闭结构的至少一部分上的一组标签。
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