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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。
    • 4. 发明申请
    • Method and system for near-duplicate image searching
    • 近似重复图像搜索的方法和系统
    • US20100316290A1
    • 2010-12-16
    • US12802815
    • 2010-06-14
    • Menglei Jia
    • Menglei Jia
    • G06K9/68
    • G06K9/4652G06F17/3025G06K9/6282
    • Image processing includes receiving a plurality of images to be grouped; dividing the plurality of images into a plurality of groups wherein the images in the same group share the same main color; receiving a given image; searching among the plurality of groups for a result group having the same main color as the main color of the given image; extracting a plurality of image features of the given image and the images in the result-group; comparing the image features of the given image with the image features of each image in the result group; and identifying a near-duplicate image from the result group that meets a preset near-duplicate image determining condition.
    • 图像处理包括接收要分组的多个图像; 将多个图像分割成多个组,其中同一组中的图像共享相同的主色; 接收给定的图像; 在多个组中搜索具有与给定图像的主要颜色相同的主要颜色的结果组; 提取所述给定图像的多个图像特征和所述结果组中的图像; 将给定图像的图像特征与结果组中每个图像的图像特征进行比较; 以及从满足预设近似重复图像确定条件的结果组中识别近似重复的图像。
    • 5. 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。
    • 6. 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。
    • 7. 发明授权
    • Method and system for near-duplicate image searching
    • 近似重复图像搜索的方法和系统
    • US08611649B2
    • 2013-12-17
    • US12802815
    • 2010-06-14
    • Menglei Jia
    • Menglei Jia
    • G06K9/00G06K9/62
    • G06K9/4652G06F17/3025G06K9/6282
    • Image processing includes receiving a plurality of images to be grouped; dividing the plurality of images into a plurality of groups wherein the images in the same group share the same main color; receiving a given image; searching among the plurality of groups for a result group having the same main color as the main color of the given image; extracting a plurality of image features of the given image and the images in the result-group; comparing the image features of the given image with the image features of each image in the result group; and identifying a near-duplicate image from the result group that meets a preset near-duplicate image determining condition.
    • 图像处理包括接收要分组的多个图像; 将多个图像分割成多个组,其中同一组中的图像共享相同的主色; 接收给定的图像; 在多个组中搜索具有与给定图像的主要颜色相同的主要颜色的结果组; 提取所述给定图像的多个图像特征和所述结果组中的图像; 将给定图像的图像特征与结果组中每个图像的图像特征进行比较; 以及从满足预设的近似重复图像确定条件的结果组中识别近似重复的图像。
    • 8. 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。