公开(公告)号：US08209330B1

公开(公告)日：2012-06-26

申请号：US12475006

申请日：2009-05-29

申请人： Michele Covell ,  Yushi Jing ,  Jingbin Wang ,  Charles Rosenberg ,  Sarah Moussa

发明人： Michele Covell ,  Yushi Jing ,  Jingbin Wang ,  Charles Rosenberg ,  Sarah Moussa

IPC分类号： G06F7/00

CPC分类号： G06F17/30247 ,  G06F17/30265 ,  G06F17/30864

摘要： Methods, systems, and apparatus, including computer program products, for ranking images are disclosed. An image search subsystem generates an adjustment factor representative of a quality measure of an image relative to a search query. The quality represents a relevance of the image to the query. The adjustment factor can be computed based on relevance data for the image to the query and image similarity data representing a relative similarity between the image and other images relevant to the query. The relevance data can be based on user actions in response to the image being included in search results for the query. The adjustment factor can be scaled based on whether the relevance data and the image similarity data both indicate that the image is relevant to the search query. A relevance score is computed based on the adjustment factor (e.g., a product of the adjustment factor and relevance score).

摘要翻译： 公开了用于对图像排序的方法，系统和装置，包括计算机程序产品。 图像搜索子系统生成表示相对于搜索查询的图像的质量度量的调整因子。 质量表示图像与查询的相关性。 调整因子可以基于图像与查询的相关性数据计算，图像相似度数据表示图像和与查询相关的其他图像之间的相对相似度。 相关数据可以基于响应于用于查询的搜索结果中包括的图像的用户动作。 可以基于相关性数据和图像相似性数据是否都指示图像与搜索查询相关来来调整调整因子。 基于调整因子（例如，调整因子和相关性得分的乘积）来计算相关性得分。

公开(公告)号：US08429173B1

公开(公告)日：2013-04-23

申请号：US12763466

申请日：2010-04-20

申请人： Charles Rosenberg ,  Jingbin Wang ,  Sarah Moussa ,  Erik Murphy-Chutorian ,  Andrea Frome ,  Yoram Singer ,  Radhika Malpani

发明人： Charles Rosenberg ,  Jingbin Wang ,  Sarah Moussa ,  Erik Murphy-Chutorian ,  Andrea Frome ,  Yoram Singer ,  Radhika Malpani

IPC分类号： G06F17/30

CPC分类号： G06F17/301 ,  G06F17/30247 ,  G06F17/30268

摘要： Methods, systems and apparatus for identifying result images for a query image. One or more labels that are associated with the query image are obtained. Candidate images matching the query labels are identified. Visual similarity scores are generated for the candidate images. Each visual similarity score represents the visual similarity of a respective candidate image to the query image. Relevance scores are generated for each of the candidate images based on the visual similarity scores. Each relevance score represents a measure of relevance of the respective candidate images to the query image. The candidate images are ranked based on the relevance scores, a highest ranking subset of the candidate images being identified as result images and referenced by image search results. The result images can be candidate images that satisfy a similarity condition relative to the query image and other result images.

摘要翻译： 用于识别查询图像的结果图像的方法，系统和装置。 获得与查询图像相关联的一个或多个标签。 识别符合查询标签的候选图像。 为候选图像生成视觉相似性分数。 每个视觉相似性分数表示相应候选图像与查询图像的视觉相似度。 基于视觉相似性得分，针对每个候选图像生成相关性分数。 每个相关性分数表示各个候选图像与查询图像的相关度的度量。 候选图像基于相关性分数进行排序，候选图像的最高排名子集被识别为结果图像并且由图像搜索结果引用。 结果图像可以是满足相对于查询图像和其他结果图像的相似性条件的候选图像。

公开(公告)号：US20150161175A1

公开(公告)日：2015-06-11

申请号：US12028673

申请日：2008-02-08

申请人： Yangli Hector Yee ,  Gaurav Garg ,  Sarah Moussa ,  Charles Rosenberg ,  Radhika Malpani

发明人： Yangli Hector Yee ,  Gaurav Garg ,  Sarah Moussa ,  Charles Rosenberg ,  Radhika Malpani

IPC分类号： G06F17/30

CPC分类号： G06F16/532 ,  G06F16/2425

摘要： Methods and systems for suggesting alternative image queries for individual image query search results. In one aspect, a method includes displaying a group of one or more image search results for a first image query, each image search result referring to a respective resource and including a link to the respective resource, receiving first input from a user interacting with a first image search result in the group of one or more image search results, and, in response to receiving the first input, displaying one or more suggested second image queries, where each suggested second image query is associated with the first image search result.

摘要翻译： 为个别图像查询搜索结果建议替代图像查询的方法和系统。 一方面，一种方法包括：显示用于第一图像查询的一个或多个图像搜索结果的组，每个图像搜索结果参考相应的资源，并且包括到相应资源的链接，从与用户交互的用户接收第一输入 并且响应于接收到第一输入，显示一个或多个建议的第二图像查询，其中每个建议的第二图像查询与第一图像搜索结果相关联。

公开(公告)号：US08478052B1

公开(公告)日：2013-07-02

申请号：US12505240

申请日：2009-07-17

申请人： Yangli Hector Yee ,  Samy Bengio ,  Charles Rosenberg ,  Erik Murphy-Chutorian

发明人： Yangli Hector Yee ,  Samy Bengio ,  Charles Rosenberg ,  Erik Murphy-Chutorian

IPC分类号： G06K9/66

CPC分类号： G06F17/30253 ,  G06F17/30244 ,  G06F17/30864 ,  G06K9/4676 ,  G06K9/6256 ,  G06K9/66 ,  G06K2209/01

摘要： An image classification system trains an image classification model to classify images relative to text appearing with the images. Training images are iteratively selected and classified by the image classification model according to feature vectors of the training images. An independent model is trained for unique n-grams of text. The image classification system obtains text appearing with an image and parses the text into candidate labels for the image. The image classification system determines whether an image classification model has been trained for the candidate labels. When an image classification model corresponding to a candidate label has been trained, the image classification subsystem classifies the image relative to the candidate label. The image is labeled based on candidate labels for which the image is classified as a positive image.

公开(公告)号：US07978882B1

公开(公告)日：2011-07-12

申请号：US12785021

申请日：2010-05-21

申请人： Charles Rosenberg ,  Henry A. Rowley ,  Radhika Malpani

发明人： Charles Rosenberg ,  Henry A. Rowley ,  Radhika Malpani

IPC分类号： G06K9/00 ,  G06F15/173

CPC分类号： G06K9/6293

摘要： A system identifies an image and determines whether the image contains inappropriate content based on first data associated with the image, second data associated with a document that contains the image or refers to the image, and/or third data associated with a group of documents with which the image is associated.

摘要翻译： 系统识别图像并基于与图像相关联的第一数据确定图像是否包含不适当的内容，与包含图像的文档相关联的第二数据或参考图像，和/或与一组文档相关联的第三数据， 图像相关联。

公开(公告)号：US08761512B1

公开(公告)日：2014-06-24

申请号：US12960413

申请日：2010-12-03

申请人： Ulrich Buddemeier ,  Gabriel Taubman ,  Hartwig Adam ,  Charles Rosenberg ,  Hartmut Neven ,  David Petrou ,  Fernando Brucher

发明人： Ulrich Buddemeier ,  Gabriel Taubman ,  Hartwig Adam ,  Charles Rosenberg ,  Hartmut Neven ,  David Petrou ,  Fernando Brucher

IPC分类号： G06K9/00

CPC分类号： G06F17/30277 ,  G06F17/30256 ,  G06F17/30268 ,  G06F17/3053 ,  G06F17/30554 ,  G06K9/6215 ,  G06K9/6282 ,  G06K9/723 ,  G06K2209/01

摘要： Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing queries made up of images. In one aspect, a method includes indexing images by image descriptors. The method further includes associating descriptive n-grams with the images. In another aspect, a method includes receiving a query, identifying text describing the query, and performing a search according to the text identified for the query.

摘要翻译： 方法，系统和装置，包括在计算机存储介质上编码的计算机程序，用于处理由图像组成的查询。 一方面，一种方法包括通过图像描述符索引图像。 该方法还包括将描述性n-gram与图像相关联。 在另一方面，一种方法包括接收查询，识别描述查询的文本，以及根据为查询标识的文本执行搜索。

公开(公告)号：US08175339B1

公开(公告)日：2012-05-08

申请号：US13117622

申请日：2011-05-27

申请人： Charles Rosenberg ,  Henry A. Rowley ,  Radhika Malpani

发明人： Charles Rosenberg ,  Henry A. Rowley ,  Radhika Malpani

IPC分类号： G06K9/00 ,  G06F15/173

CPC分类号： G06K9/6293

摘要： A system identifies an image and determines whether the image contains inappropriate content based on first data associated with the image, second data associated with a document that contains the image or refers to the image, and/or third data associated with a group of documents with which the image is associated.

摘要翻译： 系统识别图像并基于与图像相关联的第一数据确定图像是否包含不适当的内容，与包含图像的文档相关联的第二数据或参考图像，和/或与一组文档相关联的第三数据， 图像相关联。

公开(公告)号：US5450562A

公开(公告)日：1995-09-12

申请号：US963201

申请日：1992-10-19

申请人： Charles Rosenberg ,  Thomas G. Berge

发明人： Charles Rosenberg ,  Thomas G. Berge

IPC分类号： G06F5/00 ,  G06F12/08 ,  G06F12/12 ,  H03M7/30 ,  H03M7/46 ,  H04N1/417 ,  G06F12/02

CPC分类号： G06F12/123 ,  G06F12/0802 ,  G06F12/124 ,  H04N1/417 ,  G06F2212/401

摘要： A system for compressing bilevel data includes a first cache memory having a plurality of assigned levels of usage, a first usage level assigned to a most recently used data segments and a second level assigned to a plurality of less recently used data segments. A processor determines if a received data segment is found in the cache memory and, if not, it assigns the received data segment to the cache memory's first level in place of a previous data segment stored therein. The previous data segment is assigned to a position in the second level in place of a less recently used data segment. The less recently used data segment that is displaced is chosen by a pseudo-random method. A not-found indication is then transmitted to a receiving station along with the identity of the received data segment. The receiving station contains identical cache structures and updates its caches in response to received code words and data segments. A further version of the invention emplaces data segments into cache memories in accordance with the context in which the data segments are found, the cache memories being assigned in accordance with context derived addresses.

摘要翻译： 用于压缩二级数据的系统包括具有多个分配的使用级别的第一高速缓存存储器，分配给最近使用的数据段的第一使用级别和分配给多个不太近使用的数据段的第二级别。 处理器确定在高速缓冲存储器中是否找到接收到的数据段，如果不是，则将接收到的数据段分配给高速缓存存储器的第一级，以代替存储在其中的先前数据段。 先前的数据段被分配到第二级别中的位置，代替不太近使用的数据段。 通过伪随机方法选择最近使用的被替换的数据段。 然后将未发现的指示与接收到的数据段的标识一起发送到接收站。 接收站包含相同的缓存结构，并响应于接收到的代码字和数据段更新其高速缓存。 根据发现数据段的上下文，根据上下文导出的地址分配高速缓冲存储器，本发明的另一个版本将数据段放置在高速缓冲存储器中。

公开(公告)号：US08515212B1

公开(公告)日：2013-08-20

申请号：US12505287

申请日：2009-07-17

申请人： Samy Bengio ,  Erik Murphy-Chutorian ,  Yangli Hector Yee ,  Charles Rosenberg

发明人： Samy Bengio ,  Erik Murphy-Chutorian ,  Yangli Hector Yee ,  Charles Rosenberg

IPC分类号： G06F17/30268 ,  G06K9/66 ,  G06K9/6256 ,  G06F17/30265 ,  G06F17/30244 ,  G06F17/30247

CPC分类号： G06F17/30256 ,  G06F17/30271 ,  G06K9/6223 ,  G06K9/6262

摘要： Methods, systems, and apparatus, including computer program products, for identifying images relevant to a query are disclosed. An image search subsystem selects images to reference in image search results that are responsive to a query based on an image relevance model that is trained for the query. An independent image relevance model is trained for each unique query that is identified by the image search subsystem. The image relevance models can be applied to images to order image search results obtained for the query. Each relevance model is trained based on content feature values of images that are identified as being relevant to the query (e.g., frequently selected from the image search results) and images that are identified as being relevant to another unique query. The trained model is applied to the content feature values of all known images to generate an image relevance score that can be used to order search results for the query.

公开(公告)号：US08504547B1

公开(公告)日：2013-08-06

申请号：US12108399

申请日：2008-04-23

申请人： Yangli Hector Yee ,  Charles Rosenberg

发明人： Yangli Hector Yee ,  Charles Rosenberg

IPC分类号： G06F17/30 ,  G06F7/00

CPC分类号： G06F17/30864 ,  G06F17/30244 ,  G06F17/30268 ,  G06F17/3053

摘要： Systems, method, and apparatus including computer program products for providing image search results. In some implementations, a method is provided. The method includes receiving from a user a query for images including static images, moving images, and images within multimedia content, identifying at least one of a language attribute and a locale attribute of the user, generating multiple search results, each result corresponding to an image content item that satisfies the query, ordering the search results based at least on click data for image content items that satisfy the query, the click data gathered from users having at least one of the language attribute and the locale attribute, and presenting the ordered search results to the user, including presenting representations of the corresponding image content items.