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    • 1. 发明授权
    • Generating a multi-use vocabulary based on image data
    • 基于图像数据生成多用词汇
    • US08396331B2
    • 2013-03-12
    • US11831862
    • 2007-07-31
    • Menglei JiaXing XieWei-Ying Ma
    • Menglei JiaXing XieWei-Ying Ma
    • G06K9/54
    • G06K9/4676
    • Functionality is described for generating a vocabulary from a source dataset of image items or other non-textual items. The vocabulary serves as a tool for retrieving items from a target dataset in response to queries. The vocabulary has at least one characteristic that allows it to be used to retrieve items from multiple different target datasets. A target dataset can have a different size than the source dataset and/or a different type than the source dataset. The enabling characteristic may correspond to a size of the source dataset above a prescribed minimum number of items and/or a size of the vocabulary above a prescribed minimum number of words.
    • 描述了从图像项目或其他非文本项目的源数据集生成词汇表的功能。 词汇表作为从目标数据集中检索项目以响应查询的工具。 词汇具有至少一个特性,允许它用于从多个不同的目标数据集中检索项目。 目标数据集可以具有与源数据集不同的大小和/或与源数据集不同的类型。 启用特性可以对应于高于规定的最小数量的项目的数据源的大小和/或在规定的最小字数之上的词汇的大小。
    • 2. 发明授权
    • Automatic classification of objects within images
    • 图像内对象的自动分类
    • US07813561B2
    • 2010-10-12
    • US11464410
    • 2006-08-14
    • Menglei JiaHua LiXing XieZheng ChenWei-Ying Ma
    • Menglei JiaHua LiXing XieZheng ChenWei-Ying Ma
    • G06K9/62
    • G06K9/4671G06F17/30247
    • A system for automatically classifying an object of a target image is provided. A classification system provides a collection of classified images along with a classification of the dominant object of the image. The classification system attempts to classify the object of a target image based on similarity of the target image to the classified images. To classify a target image, the classification system identifies the classified images of the collection that are most similar to the target image based on similarity between salient points of the target image and the classified images. The classification system selects a classification associated with the classified images that are most similar to the target image as a classification for the object of the target image.
    • 提供了一种用于自动分类目标图像的对象的系统。 分类系统提供分类图像的集合以及图像的主要对象的分类。 分类系统尝试基于目标图像与分类图像的相似性对目标图像的对象进行分类。 为了对目标图像进行分类,分类系统基于目标图像的突出点与分类图像之间的相似度来识别与目标图像最相似的集合的分类图像。 分类系统选择与目标图像最相似的分类图像相关联的分类作为目标图像的对象的分类。
    • 3. 发明申请
    • AUTOMATIC CLASSIFICATION OF OBJECTS WITHIN IMAGES
    • 在图像中自动分类对象
    • US20080037877A1
    • 2008-02-14
    • US11464410
    • 2006-08-14
    • Menglei JiaHua LiXing XieZheng ChenWei-Ying Ma
    • Menglei JiaHua LiXing XieZheng ChenWei-Ying Ma
    • G06K9/62
    • G06K9/4671G06F17/30247
    • A system for automatically classifying an object of a target image is provided. A classification system provides a collection of classified images along with a classification of the dominant object of the image. The classification system attempts to classify the object of a target image based on similarity of the target image to the classified images. To classify a target image, the classification system identifies the classified images of the collection that are most similar to the target image based on similarity between salient points of the target image and the classified images. The classification system selects a classification associated with the classified images that are most similar to the target image as a classification for the object of the target image.
    • 提供了一种用于自动分类目标图像的对象的系统。 分类系统提供分类图像的集合以及图像的主要对象的分类。 分类系统尝试基于目标图像与分类图像的相似性对目标图像的对象进行分类。 为了对目标图像进行分类,分类系统基于目标图像的突出点与分类图像之间的相似度来识别与目标图像最相似的集合的分类图像。 分类系统选择与目标图像最相似的分类图像相关联的分类作为目标图像的对象的分类。
    • 4. 发明申请
    • Generating a Multi-Use Vocabulary based on Image Data
    • 基于图像数据生成多用途词汇
    • US20080205770A1
    • 2008-08-28
    • US11831862
    • 2007-07-31
    • Menglei JiaXing XieWei-Ying Ma
    • Menglei JiaXing XieWei-Ying Ma
    • G06K9/64
    • G06K9/4676
    • Functionality is described for generating a vocabulary from a source dataset of image items or other non-textual items. The vocabulary serves as a tool for retrieving items from a target dataset in response to queries. The vocabulary has at least one characteristic that allows it to be used to retrieve items from multiple different target datasets. A target dataset can have a different size than the source dataset and/or a different type than the source dataset. The enabling characteristic may correspond to a size of the source dataset above a prescribed minimum number of items and/or a size of the vocabulary above a prescribed minimum number of words.
    • 描述了从图像项目或其他非文本项目的源数据集生成词汇表的功能。 词汇表作为从目标数据集中检索项目以响应查询的工具。 词汇具有至少一个特性,允许它用于从多个不同的目标数据集中检索项目。 目标数据集可以具有与源数据集不同的大小和/或与源数据集不同的类型。 启用特性可以对应于高于规定的最小数量的项目的数据源的大小和/或在规定的最小字数之上的词汇的大小。
    • 5. 发明授权
    • Indexing large-scale GPS tracks
    • 索引大型GPS轨道
    • US08078394B2
    • 2011-12-13
    • US12037263
    • 2008-02-26
    • Longhao WangYu ZhengXing XieWei-Ying Ma
    • Longhao WangYu ZhengXing XieWei-Ying Ma
    • G06F17/00
    • G06F17/30551G06F17/30241G06F17/30327G06F17/30333
    • Described is a technology by which uploaded GPS data is indexed according to spatio-temporal relationships to facilitate efficient insertion and retrieval. The indexes may be converted to significantly smaller-sized data structures when new updates to that structure are not likely. GPS data is processed into a track of spatially-partitioned segments such that each segment has a cell. Each cell has an associated temporal index (a compressed start-end tree), into which data for that cell's segments are inserted. The temporal index may include an end time index that relates each segment's end time to a matching start time index. Given query input comprising a spatial predicate and a temporal predicate, tracks may be searched for by determining which spatial candidate cells may contain matching results. For each candidate cell, the search accesses the cell's associated temporal index to find any track or tracks that correspond to the temporal predicate.
    • 描述了一种根据时空关系对上传的GPS数据进行索引的技术,以便于有效的插入和检索。 当该结构的新更新不太可能时,索引可能会转换为显着更小的数据结构。 GPS数据被处理成空间分割的段的轨道,使得每个段具有一个单元。 每个单元都具有关联的时间索引(压缩的开始结束树),该单元格的段的数据被插入到该时间索引中。 时间索引可以包括将每个段的结束时间与匹配的开始时间索引相关联的结束时间索引。 给定包括空间谓词和时间谓词的查询输入,可以通过确定哪些空间候选小区可以包含匹配结果来搜索轨道。 对于每个候选小区,搜索访问小区的相关联的时间索引以找到与时间谓词相对应的任何轨道或​​轨道。
    • 7. 发明授权
    • Classifying functions of web blocks based on linguistic features
    • 基于语言特征分类网页功能
    • US07895148B2
    • 2011-02-22
    • US11742283
    • 2007-04-30
    • Wei-Ying MaXiangye XiaoXing Xie
    • Wei-Ying MaXiangye XiaoXing Xie
    • G06N5/00
    • G06Q10/10
    • A classification system trains a classifier to classify blocks of the web page into various classifications of the function of the block. The classification system trains a classifier using training web pages. To train a classifier, the classification system identifies the blocks of the training web pages, generates feature vectors for the blocks that include a linguistic feature, and inputs classification labels for each block. The classification system learns the coefficients of the classifier using any of a variety of machine learning techniques. The classification system can then use the classifier to classify blocks of web pages.
    • 分类系统训练分类器将网页的块分类为块的功能的各种分类。 分类系统使用训练网页训练分类器。 为了训练分类器,分类系统识别训练网页的块,为包括语言特征的块生成特征向量,并为每个块输入分类标签。 分类系统使用各种机器学习技术中的任何一种学习分类器的系数。 然后,分类系统可以使用分类器对网页块进行分类。