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公开(公告)号：US5638459A
公开(公告)日：1997-06-10
申请号：US309248
申请日：1994-09-20
CPC分类号： G06K9/3216 , G06K9/00127
摘要： Coverslip detection locating all four coverslip edges. A field of view processor receives image data from a charge coupled device camera. The charge coupled device camera images a slide and coverslip that is mounted on a movable frame. The slide and coverslip are illuminated from below with a uniform light source. The moveable frame is under computer control and moves in response to the field of view processor. The field of view processor locates the coverslip by first positioning the movable frame to view a portion of the slide on a predetermined potion of the slide within a predetermined area of the slide. The slide is then re-imaged after the movable frame moves the slide toward a chosen edge of direction. Edge type objects are located and followed over multiple fields of view. If the edge object satisfies a set of predetermined criteria the coverslip edge has been found. The edge is extended to find all four corners of the coverslip. The edge objects are processed using morphological operators.
摘要翻译： 盖玻片检测定位四个盖玻片边缘。 视场处理器从电荷耦合器件相机接收图像数据。 电荷耦合器件相机对安装在可移动框架上的滑盖和盖玻片进行成像。 滑盖和盖玻片从下面用均匀的光源照射。 可移动框架在计算机控制下，并响应于视野处理器移动。 视野处理器通过首先定位可移动框架来定位盖玻片，以在幻灯片的预定区域内的幻灯片的预定部分上观看幻灯片的一部分。 然后，在可移动框架将滑块朝向选定的方向边缘移动之后，重新成像幻灯片。 边缘类型对象位于并遵循多个视野。 如果边缘对象满足一组预定标准，则已经找到盖玻片边缘。 边缘扩展到盖玻片的所有四个角落。 边缘物体使用形态运算符进行处理。
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62.发明授权Imaging system for producing recipes using an integrated human-computer interface (HCI) for image recognition, and learning algorithms 有权用于使用用于图像识别的集成人机界面（HCI）和学习算法来生成食谱的成像系统公开(公告)号：US07849024B2
公开(公告)日：2010-12-07
申请号：US11506081
申请日：2006-08-16
IPC分类号： G06F15/18
CPC分类号： G06T5/00 , G06T7/00 , G06T2200/24 , G06T2207/30004
摘要： A Recognition Frame presents multi-level application elements to the user simultaneously through a computer graphical user interface. The interface consists of an image display panel for displaying image channels; a data display panel for displaying object measurements and summary statistics; a configuration display panel for displaying recipe content; a master tab for selecting the panels. It also consists of a processing toolbar for context dependent processing tool display. The Recognition Frame further comprises a second side frame for data object display and charting. The second side frame has a tabular arrangement consisting of properties tab, controls tab, and charts tab. The Recognition Frame links application elements through a complex data model wherein interface display is automatically updated when one element is changed.
摘要翻译： 识别框架通过计算机图形用户界面同时向用户提供多层应用程序元素。 该接口包括用于显示图像通道的图像显示面板; 用于显示物体测量和总结统计数据的数据显示面板; 用于显示配方内容的配置显示面板; 用于选择面板的主选项卡。 它还包括用于上下文相关处理工具显示的处理工具栏。 识别框架还包括用于数据对象显示和制图的第二侧框架。 第二侧框架具有由属性选项卡，控件选项卡和图表选项卡组成的表格布置。 识别框架通过复杂数据模型来链接应用元素，其中当一个元素被改变时，自动更新界面显示。
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公开(公告)号：US20080044084A1
公开(公告)日：2008-02-21
申请号：US11506081
申请日：2006-08-16
IPC分类号： G06K9/46
CPC分类号： G06T5/00 , G06T7/00 , G06T2200/24 , G06T2207/30004
摘要： A Recognition Frame presents multi-level application elements to the user simultaneously through a computer graphical user interface. The interface consists of an image display panel for displaying image channels; a data display panel for displaying object measurements and summary statistics; a configuration display panel for displaying recipe content; a master tab for selecting the panels. It also consists of a processing toolbar for context dependent processing tool display. The Recognition Frame further comprises a second side frame for data object display and charting. The second side frame has a tabular arrangement consisting of properties tab, controls tab, and charts tab. The Recognition Frame links application elements through a complex data model wherein interface display is automatically updated when one element is changed.
摘要翻译： 识别框架通过计算机图形用户界面同时向用户提供多层应用程序元素。 该接口包括用于显示图像通道的图像显示面板; 用于显示物体测量和总结统计数据的数据显示面板; 用于显示配方内容的配置显示面板; 用于选择面板的主选项卡。 它还包括用于上下文相关处理工具显示的处理工具栏。 识别框架还包括用于数据对象显示和制图的第二侧框架。 第二侧框架具有由属性选项卡，控件选项卡和图表选项卡组成的表格布置。 识别框架通过复杂数据模型来链接应用元素，其中当一个元素被改变时，自动更新界面显示。
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64.发明授权Information integration method for decision regulation in hierarchic decision systems 有权信息集成方法，用于分层决策系统中的决策调节公开(公告)号：US07293000B2
公开(公告)日：2007-11-06
申请号：US10081441
申请日：2002-02-22
申请人： Shih-Jong J. Lee
发明人： Shih-Jong J. Lee
IPC分类号： G06F15/18
CPC分类号： G06K9/6282 , G06N5/025
摘要： A decision regulation method separates noise from consistent application domain characteristics and integrates multiple types of information to create robust decisions that work well for the application in spite of the application dynamics and/or errors in training data. Adjustment is made between a local and global decision basis to yield a balance point to match the application. Unequal class prevalence of the training data is compensated. The decision tree generation process is also regulated using information integration. Reliability measures and new pruning methods are taught for optimization of hierarchical decision structures.
摘要翻译： 决策调节方法将噪声与一致的应用领域特征分离，并集成多种类型的信息，以创建对应用程序有效的稳健决策，尽管应用程序动态和/或训练数据中的错误。 在本地和全球决策基础之间进行调整，以产生与应用程序相匹配的平衡点。 培训数据的不平等流行率得到补偿。 决策树生成过程也使用信息集成进行规范。 教授可靠性措施和新的修剪方法来优化分层决策结构。
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65.发明授权Method and apparatus for a reduced instruction set architecture for multidimensional image processing 失效用于多维图像处理的简化指令集架构的方法和装置
公开(公告)号：US6130967A
公开(公告)日：2000-10-10
申请号：US888120
申请日：1997-07-03
申请人： Shih-Jong J. Lee , Jon W. Hayenga
发明人： Shih-Jong J. Lee , Jon W. Hayenga
CPC分类号： G06T1/20
摘要： A reduced instruction set architecture implements complicated image processing algorithms that are decomposed into combinations of simple operations. The simple operations are further decomposed into multiple operations of one dimensional data with an address controller to scan data in a highly flexible fashion for multi-dimensional applications.
摘要翻译： 精简指令集架构实现了复杂的图像处理算法，它们被分解为简单操作的组合。 简单的操作进一步分解成具有地址控制器的一维数据的多个操作以以高度灵活的方式扫描数据以进行多维应用。
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公开(公告)号：US5781667A
公开(公告)日：1998-07-14
申请号：US509154
申请日：1995-07-31
CPC分类号： G06T5/30 , G06T3/0006
摘要： A method for high speed morphological processing in a computerized image processing system starts by acquiring a binary image and selecting feature and height values corresponding to a desired morphological processing of an image. The image is scanned in a raster scanning sequence so as to produce a scanned image including a plurality of pixels. A sequential labeling transformation is performed on each of the plurality of pixels of the scanned image so as to produce a transformed image. A thresholding operation is performed on the transformed image. The resultant image is translated.
摘要翻译： 计算机化图像处理系统中的高速形态处理方法通过获取二值图像并选择对应于图像的期望形态处理的特征和高度值开始。 以光栅扫描序列扫描图像，以产生包括多个像素的扫描图像。 对扫描图像的多个像素中的每一个进行顺序标记变换，以产生变换图像。 对变换后的图像进行阈值处理。 所得图像被翻译。
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公开(公告)号：US5745601A
公开(公告)日：1998-04-28
申请号：US509181
申请日：1995-07-31
CPC分类号： G06K9/6282 , G06K9/00127
摘要： A classifier measures robustness responsive to object presentation effects and decision boundary effects. A cytological image analysis computer obtains objects of interest and classifies them responsive to a decision tree classifier. The robustness of classification is calculated dynamically as objects are classified responsive to a segmentation robustness and a classification decisiveness measure. The results of the decisiveness measure and the segmentation robustness data are combined to provide enhanced overall classification reliability.
摘要翻译： 分类器测量响应于对象呈现效果和决策边界效应的鲁棒性。 细胞学图像分析计算机获得感兴趣的对象，并对它们进行分类以响应于决策树分类器。 根据分割鲁棒性和分类决定性度量对象进行分类，动态计算分类的鲁棒性。 结合果蔬措施和分割鲁棒性数据的结果，提高整体分类的可靠性。
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公开(公告)号：US5710842A
公开(公告)日：1998-01-20
申请号：US615468
申请日：1996-03-14
申请人： Shih-Jong J. Lee
发明人： Shih-Jong J. Lee
IPC分类号： G06T1/00 , G01N15/14 , G06K9/00 , G06K9/32 , G06K9/74 , G06T5/00 , G06T7/00 , G06T7/60 , G06K9/36
CPC分类号： G06T5/40 , G01N15/1475 , G06K9/00127 , G06K9/32 , G06T5/009 , G06T7/0012 , G06T7/004 , G06T7/0081 , G06T7/0083 , G06T7/0091 , G06T2207/10056 , G06T2207/20144 , G06T2207/20224 , G06T2207/30024
摘要： A method for identifying the size, shape, and location of objects in a specimen where the image of the specimen is represented by image data and where the image data is processed to provide mask data representing a mask where the mask identifies the size, shape, and location of the object. Generally, the method includes the step of enhancing the image and creating a threshold image where the threshold image includes a threshold intensity value associated with each pixel of the image. The threshold image is combined with the original image to provide a mask image that identifies the size, shape, and location of the objects. The mask image may be further refined to ensure accurate identification of the object. Various other techniques are disclosed within the general method for processing image data.
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公开(公告)号：US5692066A
公开(公告)日：1997-11-25
申请号：US309148
申请日：1994-09-20
申请人： Shih-Jong J. Lee , William E. Ortyn
发明人： Shih-Jong J. Lee , William E. Ortyn
IPC分类号： G01B11/25 , G01B11/30 , G01M11/00 , G01N21/27 , G01N21/88 , G01N21/958 , G02B21/06 , G06T1/00 , G06T7/60 , G06K9/00
CPC分类号： G06T7/60
摘要： The detection of optical stripes on an image of a glass slide of material of interest. An automated microscope system with an illuminator having a spatial intensity homogenizer provides spatially uniform illumination of a microscope slide specimen. Periodic optical patterns formed from the illumination system are detected by a computer system. The computer forms a high transmission mask of an image of the biological specimen. Edges in the image are detected and a low transmission area process is performed. Horizontal stripes are enhanced. A final thresholding generates a binary image of the patterns. Stripes in the patterns are detected an a stripe flag and strip area are calculated.
摘要翻译： 在感兴趣的材料的载玻片的图像上检测光学条纹。 具有具有空间强度均化器的照明器的自动显微镜系统提供显微镜幻灯片样本的空间均匀照明。 由照明系统形成的周期光学图案由计算机系统检测。 计算机形成生物样本图像的高透射掩模。 检测图像中的边缘并执行低传输区域处理。 水平条纹得到增强。 最终阈值产生图案的二进制图像。 检测出图案中的条纹条纹标志，并计算条带面积。
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公开(公告)号：US5315700A
公开(公告)日：1994-05-24
申请号：US838070
申请日：1992-02-18
CPC分类号： G06T1/60
摘要： Improved method and apparatus are provided for performing parallel and pipeline processing of data sequences. The apparatus includes a plurality of memory circuits and a plurality of data processors wherein each data processor is constructed for parallel and pipeline processing of data sequences. Address controllers are provided for routing data between the memory circuits and the pixel processors. The address controllers are capable of directly coupling any memory circuit to any pixel processor so that data may be simultaneously transferred from a plurality of memory circuits to a plurality of pixel processors. Further, the pixel processors are provided with processing elements for performing data processing on neighboring data words of a data sequence. The address controller is constructed for providing data from the memory circuits in a plurality of sequences so that the data may be provided to the pixel processor first and second times in respective first and second sequences to enable two dimensional processing of the data sequence. A feature processor is provided for extracting specific information from the processed image data, relating to features of objects contained therein.
摘要翻译： 提供了改进的方法和装置，用于执行数据序列的并行和流水线处理。 该装置包括多个存储器电路和多个数据处理器，其中每个数据处理器被构造用于数据序列的并行和流水线处理。 提供地址控制器用于在存储器电路和像素处理器之间路由数据。 地址控制器能够将任何存储器电路直接耦合到任何像素处理器，使得数据可以从多个存储器电路同时传送到多个像素处理器。 此外，像素处理器设置有用于对数据序列的相邻数据字执行数据处理的处理元件。 地址控制器被构造用于以多个序列提供来自存储器电路的数据，使得可以在相应的第一和第二序列中将数据提供给像素处理器第一次和第二次以实现数据序列的二维处理。 提供了一种特征处理器，用于从处理的图像数据中提取与其中包含的对象的特征有关的特定信息。
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