WO2013097078A1 - Video search method and video search system - Google Patents

Video search method and video search system Download PDF

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Publication number
WO2013097078A1
WO2013097078A1 PCT/CN2011/084666 CN2011084666W WO2013097078A1 WO 2013097078 A1 WO2013097078 A1 WO 2013097078A1 CN 2011084666 W CN2011084666 W CN 2011084666W WO 2013097078 A1 WO2013097078 A1 WO 2013097078A1
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metadata
video
composite
search
database
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PCT/CN2011/084666
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French (fr)
Chinese (zh)
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冀永楠
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华为技术有限公司
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Priority to CN201180003276.XA priority Critical patent/CN103548017A/en
Priority to PCT/CN2011/084666 priority patent/WO2013097078A1/en
Publication of WO2013097078A1 publication Critical patent/WO2013097078A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/70Information retrieval; Database structures therefor; File system structures therefor of video data
    • G06F16/78Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually

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  • FIG. 1 is a schematic flowchart of a video search method according to an embodiment of the present invention
  • the video search system displays a video feature corresponding to the metadata, and/or displays a video feature corresponding to the composite metadata.
  • represents the package
  • the calculated mean square difference is calculated, and if the calculated maximum mean square difference is smaller than the second threshold; and/or the calculated mutual information value is calculated, If the minimum mutual information value is greater than the third value, then Fi is determined to be the same.
  • the video search system only finds the matching of the field of the composite metadata as a matching result, and does not need to calculate a matching score with each field corresponding to each individual video contained in the composite metadata to determine whether or not the matching is matched.
  • each composite video data only displays one video key frame, and other video key frames are hidden in the drop-down list, such as only displaying the most abundant image content calculated by using the histogram, and other video key frames are also This order is hidden in the drop-down list.
  • Other video keyframes are also arranged in a corresponding manner. As shown in Figure 3, when the user's mouse stops on a video keyframe displayed, the drop-down list is activated.
  • Video import controller 33 used to acquire video features of new video data, recorded as

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Library & Information Science (AREA)
  • Multimedia (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Television Signal Processing For Recording (AREA)

Abstract

Provided are a video search method and a video search system. The method comprises: receiving a search request carrying a text data search criterion input by a user; finding metadata and/or composite metadata matching the text data from a video database, the composite metadata including a content of at least two pieces of metadata; and displaying a video feature corresponding to the metadata, and/or displaying a video feature corresponding to the composite metadata. The embodiments of the present invention are applied in video searching, and can avoid repeated displaying of videos having the same content, thereby enabling more videos having different contents to be displayed on a search result page.

Description

一种视频搜索方法及视频搜索系统 技术领域  Video search method and video search system
本发明涉及搜索引擎领域, 尤其涉及一种视频搜索方法及视频 搜索系统。  The present invention relates to the field of search engines, and in particular, to a video search method and a video search system.
背景技术 Background technique
随着互联网时代的到来, 用户对互联网的需求日益增加, 在互 联网庞大的信息系统中, 用户想找到 自 己所要的信息就需要借助许 多搜索引擎, 但是搜索中时常返回给用户大量内容重复的数据, 而 用户往往希望得到的是与搜索问题相关但是内容不同的数据。  With the advent of the Internet era, users' demand for the Internet is increasing. In the huge information system of the Internet, users need to use many search engines to find the information they want, but the search often returns a large amount of data with repeated content. What users often want is data that is related to the search problem but has different content.
尤其是进行视频搜索时, 由于视频数据的搜索主要是基于元数 据进行搜索的, 即基于视频对应的一段保存了相应视频的题目 、 内 容描述、 关键字、 时长、 来源、 缩略图连接等信息文本数据进行搜 索的。 因此当用户在网站搜索某一个流行的视频时, 经常会出现很 多 内容近似甚至完全一致, 但标题、 上传人等元数据不一样的视频, 例如, 若用户希望要找到尽可能多的不同版本的或者不同的歌手演 唱的同一首歌的视频时, 最流行的视频会占据大量版面, 需要翻阅 很多页面才能找全想要的内容, 给用户的搜索带来不便。  Especially when performing video search, since the search of video data is mainly based on metadata, that is, a piece of information corresponding to the title, content description, keyword, duration, source, thumbnail connection, etc. of the corresponding video is saved based on the video. Data is searched. Therefore, when a user searches for a popular video on a website, there are often many similar or even identical content, but videos with different metadata such as title and uploader, for example, if the user wants to find as many different versions as possible. Or when the video of the same song sung by different singers, the most popular video will occupy a large number of pages, and it is necessary to read many pages to find the desired content, which brings inconvenience to the user's search.
发明内容 Summary of the invention
本发明的实施例提供一种视频搜索方法及视频搜索系统, 使搜 索结果页面中尽可能多地显示内容不同的视频。  Embodiments of the present invention provide a video search method and a video search system that cause as many different videos as possible to be displayed in a search result page.
为达到上述目 的, 本发明的实施例釆用如下技术方案: 一方面, 提供一种视频搜索方法, 包括:  In order to achieve the above, the embodiment of the present invention uses the following technical solutions: In one aspect, a video search method is provided, including:
接收用户输入的携带文本数据搜索条件的搜索请求;  Receiving a search request entered by the user and carrying a text data search condition;
从视频数据库中找到匹配所述文本数据的元数据和 /或复合元 数据; 其中, 所述复合元数据中包含至少两个元数据的内容;  Finding metadata and/or composite metadata matching the text data from the video database; wherein the composite metadata includes content of at least two metadata;
显示所述元数据对应的视频特征, 和 /或显示所述复合元数据对 应的一个视频特征。 另一方面, 提供一种视频搜索系统, 包括: Displaying video features corresponding to the metadata, and/or displaying a video feature corresponding to the composite metadata. In another aspect, a video search system is provided, including:
视频数据库, 用于存储元数据、 复合元数据、 视频特征; 其中, 所述复合元数据中包含至少两个元数据的内容;  a video database, configured to store metadata, composite metadata, and video features; wherein the composite metadata includes content of at least two metadata;
用户界面, 用于接收用户输入的携带文本数据搜索条件的搜索 请求; 显示元数据对应的视频特征, 和 /或显示复合元数据对应的一 个视频特征;  a user interface, configured to receive a search request by a user to carry a text data search condition; display a video feature corresponding to the metadata, and/or display a video feature corresponding to the composite metadata;
搜索控制器, 用于从视频数据库中找到匹配所述文本数据的元 数据和 /或复合元数据。  A search controller for finding metadata and/or composite metadata that matches the text data from a video database.
本发明实施例提供的视频搜索方法及视频搜索系统, 接收携带 文本数据的搜索请求后, 找到匹配该文本数据的元数据和 /或复合元 数据, 其中, 复合元数据中包含至少两个元数据的内容; 显示时, 只显示元数据对应的视频特征和 /或复合元数据对应的一个视频特 征。 因此, 搜索得到的重复的视频内容没有被显示, 避免了现有技 术中搜索结果页面充斥大量重复视频的现象, 使得用户搜索视频得 到的搜索结果能够尽可能多地显示不同内容的视频, 提高了用户感 受。  The video search method and the video search system provided by the embodiment of the present invention, after receiving a search request carrying text data, find metadata and/or composite metadata that matches the text data, where the composite metadata includes at least two metadata. Content; When displayed, only one video feature corresponding to the video feature and/or composite metadata corresponding to the metadata is displayed. Therefore, the searched repeated video content is not displayed, which avoids the phenomenon that the search result page is flooded with a large number of repeated videos in the prior art, so that the search result obtained by the user searching for the video can display the video of different content as much as possible, thereby improving the video. User experience.
附图说明 DRAWINGS
为了更清楚地说明本发明实施例或现有技术中的技术方案, 下 面将对实施例或现有技术描述中所需要使用的附图作简单地介绍, 显而易见地, 下面描述中的附图仅仅是本发明的一些实施例, 对于 本领域普通技术人员来讲, 在不付出创造性劳动的前提下, 还可以 根据这些附图获得其他的附图。  In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the embodiments or the description of the prior art will be briefly described below. Obviously, the drawings in the following description are only It is a certain embodiment of the present invention, and other drawings can be obtained from those skilled in the art without any creative work.
图 1 为本发明实施例提供的视频搜索方法流程示意图;  FIG. 1 is a schematic flowchart of a video search method according to an embodiment of the present invention;
图 2为本发明实施例提供的另一视频搜索方法流程示意图; 图 3 为本发明实施例提供的视频搜索方法的搜索结果显示示意 图;  2 is a schematic flowchart of another video search method according to an embodiment of the present invention; FIG. 3 is a schematic diagram showing a search result display of a video search method according to an embodiment of the present invention;
图 4为本发明实施例提供的视频搜索系统的结构示意图。  FIG. 4 is a schematic structural diagram of a video search system according to an embodiment of the present invention.
具体实施方式 detailed description
下面将结合本发明实施例中的附图, 对本发明实施例中的技术 方案进行清楚、 完整地描述, 显然, 所描述的实施例仅仅是本发明 一部分实施例, 而不是全部的实施例。 基于本发明中的实施例, 本 领域普通技术人 在没有作出创造性劳动前提下所获得的所有其他 实施例, 都属于本发明保护的范围。 The technology in the embodiment of the present invention will be described below with reference to the accompanying drawings in the embodiments of the present invention. The present invention is described in a clear and complete manner, and it is obvious that the described embodiments are only a part of the embodiments of the invention, and not all of the embodiments. All other embodiments obtained by a person of ordinary skill in the art based on the embodiments of the present invention without creative efforts are within the scope of the present invention.
本发明实施例提供的视频搜索方法, 如图 1 所示, 该方法步骤 包括:  The video search method provided by the embodiment of the present invention, as shown in FIG. 1, the method steps include:
5 101、 视频搜索系统接收用户输入的携带文本数据搜索条件的 搜索请求。  5 101. The video search system receives a search request entered by the user and carries a text data search condition.
5 102、 视频搜索系统从视频数据库中找到匹配该文本数据的元 数据和 /或复合元数据; 其中, 复合元数据中包含至少两个元数据的 内容。  5 102. The video search system finds metadata and/or composite metadata that matches the text data from the video database; wherein the composite metadata includes content of at least two metadata.
5 103、 视频搜索系统显示该元数据对应的视频特征, 和 /或显示 该复合元数据对应的一个视频特征。  5 103. The video search system displays a video feature corresponding to the metadata, and/or displays a video feature corresponding to the composite metadata.
需要指出的是, 当找到匹配该文本数据的是复合元数据时, 只 显示复合元数据对应的多个视频特征的其中一个, 其他的视频特征 可以隐藏在隐藏列表里, 并可以按照一定的顺序排列在隐藏列表里, 如按照直方图, 或各个视频的点击数, 或各个视频的评分, 或来源 网站的知名度等排列在隐藏列表里, 这样一来不仅能使搜索结果的 一个页面中尽可能多地显示内容不同的视频, 同时也不会遗漏同一 视频的不同版本。  It should be noted that when the composite metadata is found to match the text data, only one of the plurality of video features corresponding to the composite metadata is displayed, and other video features may be hidden in the hidden list, and may be in a certain order. Arranged in a hidden list, such as according to the histogram, or the number of clicks of each video, or the rating of each video, or the popularity of the source site, etc., in a hidden list, so that not only can a search result be as much as possible in a page Display multiple videos with different content, and not miss different versions of the same video.
本发明实施例提供的视频搜索方法, 接收携带文本数据的搜索 请求后, 找到匹配该文本数据的元数据和 /或复合元数据, 其中, 复 合元数据中包含至少两个元数据的内容; 显示时, 只显示元数据对 应的视频特征和 /或复合元数据对应的一个视频特征。 因此, 搜索得 到的重复的视频内容没有被显示, 避免了现有技术中搜索结果页面 充斥大量重复视频的现象, 使得用户搜索视频得到的搜索结果能够 尽可能多地显示为不同内容的视频, 提高了用户感受。  The video search method provided by the embodiment of the present invention, after receiving the search request carrying the text data, finds metadata and/or composite metadata that matches the text data, where the composite metadata includes content of at least two metadata; At the time, only one video feature corresponding to the video feature and/or the composite metadata corresponding to the metadata is displayed. Therefore, the repeated video content obtained by the search is not displayed, which avoids the phenomenon that the search result page is flooded with a large number of repeated videos in the prior art, so that the search result obtained by the user searching for the video can be displayed as the video of different content as much as possible, thereby improving The user feels.
本发明另一实施例提供的视频搜索方法, 利用图 4所示的视频 搜索系统为例进行说明。 在图 4 所示的视频搜索系统中, 包括网络 爬取器 34、 视频导入控制器 33、 包含元数据子库 301和视频特征子 库 302的视频数据库 30、 以及搜索控制器 31 和用户界面 32。 A video search method according to another embodiment of the present invention is described by taking the video search system shown in FIG. 4 as an example. In the video search system shown in Figure 4, including the network The crawler 34, the video import controller 33, the video database 30 including the metadata sub-library 301 and the video feature sub-library 302, and the search controller 31 and the user interface 32.
具体的, 本发明实施例以获取到的新视频数据中视频特征为关 键帧举例说明, 但并不以此做任何限定, 该方法步驟如图 2 所示, 包括:  Specifically, in the embodiment of the present invention, the video feature in the obtained new video data is an example of a key frame, but is not limited thereto. The method step is as shown in FIG. 2, and includes:
5201、 视频搜索系统通过网络爬取器 34爬取新视频。  5201. The video search system crawls the new video through the web crawler 34.
5202、视频搜索系统的视频导入控制器 33获取新视频数据的关 键帧, 记为 Fia 5202. The video import controller 33 of the video search system acquires a key frame of the new video data, and records it as F ia.
示例性的, 获取新视频数据 , 将 V,·进行镜头分割和关键帧提 取的处理, 将从 V,.中提取的关键帧, 记为 Fi。  Exemplarily, the new video data is acquired, and the process of splitting and key frame extraction is performed by V, ·, and the key frame extracted from V,. is denoted as Fi.
5203、 视频导入控制器 33获取描述这个新视频数据的元数据, 记为 Mi。  5203. The video import controller 33 obtains metadata describing the new video data, and records it as Mi.
本实施例中, 以步骤 S202在步骤 S203之前为例, 实际上步骤 S202 和 S203之间没有时间顺序关系, 可以同时进行也可以先后进行。  In this embodiment, step S202 is taken as an example before step S203. Actually, there is no chronological relationship between steps S202 and S203, which may be performed simultaneously or sequentially.
5204、 视频导入控制器 33在视频数据库 30的元数据子库 301 中查找与 Μ,·相匹配的元数据和复合元数据, 若未找到, 则执行步骤 S205; 若找到, 则执行步骤 S206。  5204. The video import controller 33 searches the metadata sub-library 301 of the video database 30 for the metadata and the composite metadata that match Μ,·, if not, proceeds to step S205; if found, proceeds to step S206.
5205、 视频导入控制器 33在视频数据库 30的元数据子库 301 中未找到与 M相匹配的元数据和复合元数据, 将 M导入视频数据 库 30 的元数据子库 301 , 将 导入视频数据库 30的视频特征子库 302, 之后执行步骤 S210。  5205. The video import controller 33 does not find the metadata and the composite metadata matching the M in the metadata sub-library 301 of the video database 30, and imports the M into the metadata sub-library 301 of the video database 30, and imports the video database 30. The video feature sub-library 302 is then executed in step S210.
示例性的,在视频搜索系统的视频数据库 30中寻找匹配结果的 过程为: 根据 Μ,.中的字段, 逐一查询匹配视频数据库 30 中存储的 各个元数据和复合元数据中的所有字段, 将每个元数据和复合元数 据的各个字段的匹配评分加和作为该元数据、 复合元数据的匹配分, 若一元数据或复合元数据的匹配分大于第一阈值, 则该元数据或该 复合元数据为匹配结果。  Exemplarily, the process of finding a matching result in the video database 30 of the video search system is: querying all the fields in each metadata and composite metadata stored in the matching video database 30 one by one according to the fields in Μ,. The matching score of each field of each metadata and composite metadata is added as a matching score of the metadata and the composite metadata. If the matching score of the primary data or the composite metadata is greater than the first threshold, the metadata or the composite Metadata is the matching result.
进一步的, 匹配分可以通过 Lucene开放式源代码的全文检索引 擎工具包得到; 第一阈值可以通过上述方法对已有的一千組相同视频数据的文 本元数据得到一千组匹配分, 对这上千组相同视频的匹配分统计后 按从大到小的顺序排列, 将处于第 5 %位置的匹配分设置为第一阈 值, 此处仅举例说明, 并不以此做任何限定。 Further, the matching points can be obtained through the Lucene open source full-text search engine toolkit; The first threshold value can obtain a thousand matching scores for the text metadata of the existing one thousand sets of the same video data by the above method, and the matching statistics of the thousands of identical videos are arranged in descending order, and The matching score at the 5% position is set to the first threshold, which is only illustrated by way of example and is not limited thereto.
值得指出的是, 当视频数据库中不存在与 Μ,.的匹配分数高于第 一阈值的元数据和复合元数据时, 将 Μ,·导入视频数据库的元数据子 库 30 1 中, 将 导入视频数据库的视频特征子库 302中。  It is worth noting that when there is no metadata and composite metadata with a matching score higher than the first threshold in the video database, it will be imported into the metadata sub-library 30 1 of the video database and will be imported. The video feature sub-library 302 of the video database.
5206、 取出一个和 Μ,·相匹配的元数据和 /或复合元数据, 记为 mk , 以及 对应的关键帧数据集 /。 5206. Take out a matching metadata and/or composite metadata, denoted as m k , and a corresponding key frame data set /.
5207、 判断 ^与该 对应的关键帧数据集 是否相同。 若 Fi 与 不相同, 则执行步骤 S208; 若 ^与一个 相同, 则执行步骤 S209。  5207. Determine whether the key frame data set corresponding to the same is the same. If Fi is not the same, step S208 is performed; if ^ is the same as one, step S209 is performed.
5208、判断元数据子库 30 1 中是否还有其他的和所述 Μ,.相匹配 的元数据和 /或复合元数据, 如果有, 则执行步骤 S206 ; 如果没有, 则执行 S 205。 在此, 执行步骤 S205说明 与各个 均不相同。  5208. Determine whether there are other metadata and/or composite metadata matching the Μ,. in the metadata sub-library 30 1 . If yes, execute step S206; if not, execute S 205. Here, step S205 is performed to explain that it is different from each other.
5209、 将 Fi加入 fk , 得到新的复合关键帧 ', 将 导入视频数 据库 30的视频特征子库 302 ; 将 Μ,.加入 ^对应的 mk , 得到新的复 合元数据 mk ', 将 t'导入视频数据库 30的元数据子库 301。 5209, adding Fi to f k to obtain a new composite key frame ', will be imported into the video feature sub-library 302 of the video database 30; adding Μ,. to the corresponding m k to obtain a new composite metadata m k ', t' is imported into the metadata sub-library 301 of the video database 30.
示例性的, 视频搜索系统在视频数据库 30 中找到一个元数据 和相应的视频特征数据^。 fe可以是一个视频元数据, 那么 / ^代 表了一个视频的关键帧; 也可以是一个包含多个视频元数据的复 合元数据, 那么 Λ代表包含对应每个 的多个关键帧 Λ, 且这些关 键帧 fk对应的视频数据已经被判断为内容相同的视频数据。 Illustratively, the video search system finds a metadata and corresponding video feature data in the video database 30. Fe can be a video metadata, then / ^ represents a key frame of a video; it can also be a composite metadata containing multiple video metadata, then Λ represents multiple key frames containing each, and these The video data corresponding to the key frame f k has been judged as video data of the same content.
判断 Fi与 Λ是否相同的过程为: 当 是一个视频元数据, fk 代表了一个视频的关键帧时, 将 与 对应的关键帧图像上采样或 下采样到同一解析度, 并记录原图像的解析度; 比较得到 ^与 ^均 方差值小于第二阈值和 /或 ^与 Λ互信息量值大于第三阈值,则确定 与 Λ相同。 The process of determining whether Fi and Λ are the same is: When it is a video metadata, f k represents a key frame of a video, and the corresponding key frame image is upsampled or downsampled to the same resolution, and the original image is recorded. The resolution is determined to be the same as Λ by comparing the sum of the ^ and ^ mean square values smaller than the second threshold and/or the sum of the mutual information values greater than the third threshold.
当 是一个包含多个视频元数据的复合元数据,那么 Λ代表包 含对应每个 的多个关键帧 Λ时, 计算出 与各个 均方差值, 若算出的最大均方差值小于第二阈值;和 /或计算 ^与各个 Λ互信息 量值, 若算出的最小互信息量值大于第三阁值, 则确定 Fi与 相同。 When it is a composite metadata containing multiple video metadata, then Λ represents the package When there are multiple key frames corresponding to each, the calculated mean square difference is calculated, and if the calculated maximum mean square difference is smaller than the second threshold; and/or the calculated mutual information value is calculated, If the minimum mutual information value is greater than the third value, then Fi is determined to be the same.
否则, 确定 ^与 Λ不同, 这时就需要继续在视频数据库 30 中 找到另一个符合上述匹配分数高于第一阈值的元数据 m), 重复上述 判断步骤, 依此类推。  Otherwise, it is determined that ^ is different from Λ, and then it is necessary to continue to find another metadata in the video database 30 that meets the above matching score higher than the first threshold m), repeat the above-mentioned judging step, and so on.
需要指出的是, 笫二阈值和笫三阐值可以用大量相同视频数据 中的关键帧依据统计学原理获取最准确的设定值, 如获取 5 千对相 同关键帧, 计算出他们的均方差值, 按从大到小的顺序排列, 取 10% 位置的均方差值作为第二阈值, 第三阔值以此类推, 具体数值依据 使用情况而定, 本实施例仅举例说明, 但不做任何限定。  It should be pointed out that the second threshold and the third interpretation value can use the key frames in the same video data to obtain the most accurate set value according to the statistical principle, such as obtaining 5 thousand pairs of the same key frame, and calculating their mean square. The difference values are arranged in descending order, taking the mean squared difference of the 10% position as the second threshold value, and the third threshold value is used, and the specific value depends on the usage. This embodiment is only an example, but Do not make any restrictions.
若视频数据库 30中没有任何一个 Λ与 ^相同, 将 Μ,·导入视频 数据库 30 的元数据子库 301, 将 导入视频数据库 30的视频特征 子库 302。  If none of the video databases 30 is the same as ^, the metadata sub-library 301 of the video database 30 will be imported into the video feature sub-library 302 of the video database 30.
若确定有一个 与 ^相同, 则将 ^加入/;, 得到新的复合关键 帧 Λ', 将 Μ,.加入 Λ对应的 mk, 得到新的复合元数据 mk', 再将 mk' 导入视频数据库 30的元数据子库 301 中, 将/导入视频数据库 30 的视频特征子库 302 中。 If it is determined that there is one identical to ^, then ^ is added to /; to obtain a new composite key frame Λ ', and Μ,. is added to Λ corresponding m k to obtain new composite metadata m k ', and then m k ' The metadata sub-library 301 of the video database 30 is imported into the video feature sub-library 302 of the video database 30.
进一步的, 如表 1 所示, 将 Fi加入 fk, 得到新的复合关键帧 fk', 将 加入 对应的 得到新的复合元数据 m^t '的方法有许多, 本 实施例以列表法举例说明, 将 列入 的列表中, 得到新的复合关 键帧列表 '; 将 Mt加入 对应的 mk列表中, 得到新的复合元数据 列表《 '。 这个复合元数据 '形成的列表中, 有唯一的元数据 ID, 各个元数据对应的视频的一些特征数据, 如标题、 标签等全部分类 对应。 Further, as shown in Table 1, adding Fi to f k to obtain a new composite key frame f k ', there will be many methods for adding corresponding new composite metadata m^t ', this embodiment uses a list method. For example, in the list to be included, get a new composite keyframe list'; add M t to the corresponding m k list to get a new composite metadata list ''. In the list formed by the composite metadata, there is a unique metadata ID, and some feature data of the video corresponding to each metadata, such as a title, a label, and the like, are all classified.
元数据 ID 101  Metadata ID 101
视频 ID 101a 101b 101c 标题 AABBCC AABB AACCDD 标签 视频 混音视频 视频 舞曲 视频 MTV 链接 ht tp: //www.1. com http: / /www.1. com/ul. http: / /www. tudou. com/ 1 h t m l 1 2 分类 原创 音乐 音乐 解析度 1 6 0 x 16 0 1 6 0 1 6 0 16 0 1 60 表 1 Video ID 101a 101b 101c Title AABBCC AABB AACCDD Label Video Mix Video Video Dance Video MTV Link ht tp: //www.1. com http: / /www.1. com/ul. http: / /www. tudou. com / 1 html 1 2 Classified original music and music resolution 1 6 0 x 16 0 1 6 0 1 6 0 16 0 1 60 Table 1
这样一来, 采用文本-图像两级比较的方法, 针对视频元数据中 的文本非常的少, 对比不精确的问题, 利用图像的比较, 更加准确 的得出内容相同的视频数据, 并将它们形成一个复合视频数据, 以 便用户查找。  In this way, the text-image two-level comparison method is adopted, and the text in the video metadata is very small, and the contrast is inaccurate. By using the image comparison, the video data with the same content is more accurately obtained, and they are Form a composite video data for the user to find.
5210、 判断获取到的新视频数据是否已经全部导入视频数据库 30, 如果已经全部导入, 则导入完成; 如果未全部导入, 则执行步 骤 S202。  5210. Determine whether the acquired new video data has been all imported into the video database 30. If all the imports have been imported, the import is completed; if not all are imported, step S202 is performed.
521 1、视频搜索系统通过用户界面 32接收用户输入的携带文本 数据搜索条件的搜索请求。  521 1. The video search system receives a search request by the user to carry a text data search condition through the user interface 32.
5212、 视频搜索系统的搜索控制器 3 1从视频数据库 30的元数 据子库 301 中找到匹配文本数据的元数据和 /或复合元数据; 其中, 复合元数据中包含至少两个元数据的内容。  5212. The search controller 31 of the video search system finds metadata and/or composite metadata matching the text data from the metadata sub-library 301 of the video database 30; wherein the composite metadata includes content of at least two metadata .
示例性的, 找到匹配文本数据的复合元数据和一般的基于文本 元数据的找到匹配文本数据的基本相同, 用户输入携带文本数据搜 索条件的搜索请求后, 视频搜索系统通过与复合元数据内的所有视 频元数据的字段都进行匹配, 例如, 当用户搜索标题时, 复合元数 据中如果至少一个有匹配的标题, 就认为视频搜索系统找到了匹配 文本数据的复合元数据。 匹配的分可以按照开源的 LUCENE SCORE (开放式源代码的全文检索引擎工具包计算分数) 的方法计算。 又 如, 计算复合元数据所有标题中重复出现而且不是停止词的词, 将 这个词作为复合元数据的标题, 当然复合元数据的描述、 关键字等 字段按照同样的方式进行处理。 视频搜索系统只找到复合元数据的 字段匹配就认为是匹配结果, 而不用逐一与该复合元数据所含的每 个单独视频对应的字段都计算一次匹配分来判断是否匹配。  Illustratively, the composite metadata that finds the matching text data is substantially the same as the general text-based metadata-based matching text data. After the user inputs the search request that carries the text data search condition, the video search system passes through the composite metadata. The fields of all video metadata are matched. For example, when the user searches for a title, if at least one of the composite metadata has a matching title, it is considered that the video search system finds the composite metadata matching the text data. The matching scores can be calculated in accordance with the open source LUCENE SCORE (Open Sources Full-Text Search Engine Toolkit to calculate scores). For example, a word that is repeated in all titles of the composite metadata and is not a stop word is calculated, and the word is used as the title of the composite metadata. Of course, the description of the composite metadata, the keyword, and the like are processed in the same manner. The video search system only finds the matching of the field of the composite metadata as a matching result, and does not need to calculate a matching score with each field corresponding to each individual video contained in the composite metadata to determine whether or not the matching is matched.
进一步的, 可以认为匹配分超过第一阁值的是匹配结果, 用例 如一千組相同视频匹配分数的统计, 将所有匹配分数按从大到 、的 顺序排列, 将处于第 1 0%位置的匹配分数设置为匹配使用的第一阈 值。 Further, it can be considered that the matching score exceeds the first value of the matching result, the use case For example, a thousand sets of the same video matching score statistics, all the matching scores are arranged in order of increasing to, and the matching score at the 10th position is set as the first threshold used for matching.
S2 13、视频搜索系统通过用户界面 32显示元数据对应的视频关 键帧, 和 /或显示复合元数据对应的一个视频关键帧。  S2 13. The video search system displays a video key frame corresponding to the metadata through the user interface 32, and/or displays a video key frame corresponding to the composite metadata.
需要指出的是, 一般情况下, 显示多个复合视频数据的视频关 键帧时, 这些视频关键帧按照点击率或网络来源知名度等方式在搜 索结果的页面中排序。  It should be noted that, in general, when displaying video key frames of multiple composite video data, these video key frames are sorted in the search result page according to the click rate or network source popularity.
其中, 每一个复合视频数据都只显示一个视频关键帧, 其他的 视频关键帧隐藏在下拉列表中, 如只显示其利用直方图计算的图像 内容最丰富的那一个, 其他的视频关键帧也依此顺序隐藏在下拉列 表中, 也可以选直方图最均衡、 点击率最高或网络评分最高的视频 关键帧显示, 其他的视频关键帧也按相应方式排列。 如图 3 所示, 当用户鼠标停止在显示的某个视频关键帧上时, 激活下拉列表, 当 用户鼠标转至其他的视频关键帧上时, 这个下拉列表自动关闭, 鼠 标所在的视频关键帧的下拉列表激活; 鼠标点击在元数据对应的视 频关键帧时, 没有下拉列表被激活。 这样一来不仅能使搜索结果的 页面中尽可能多地显示内容不同的视频, 同时也不会遗漏同一视频 的不同版本。  Among them, each composite video data only displays one video key frame, and other video key frames are hidden in the drop-down list, such as only displaying the most abundant image content calculated by using the histogram, and other video key frames are also This order is hidden in the drop-down list. You can also select the video keyframes with the most balanced histogram, the highest click rate, or the highest network score. Other video keyframes are also arranged in a corresponding manner. As shown in Figure 3, when the user's mouse stops on a video keyframe displayed, the drop-down list is activated. When the user mouses over another video keyframe, the drop-down list is automatically closed, and the video keyframe where the mouse is located The drop-down list is activated; when the mouse clicks on the video keyframe corresponding to the metadata, no drop-down list is activated. This not only makes it possible to display as many different videos as possible in the pages of the search results, but also does not miss different versions of the same video.
进一步的, 当视频搜索系统接收用户输入的搜索请求是分类搜 索时, 如接收到 日期搜索, 复合视频数据只显示符合分类条件的一 个视频关键帧, 隐藏的下拉列表中也只隐藏符合分类条件的视频关 键帧, 相当于这些符合分类条件的视频关键帧重新组合成了一个新 的临时复合视频数据, 来显示满足用户的分类条件的视频特征。  Further, when the video search system receives the search request input by the user as a classified search, if the date search is received, the composite video data only displays one video key frame that meets the classification condition, and only the hidden drop-down list hides the matching condition. Video keyframes, equivalent to these video keyframes that meet the classification criteria, are recombined into a new temporary composite video data to display video features that satisfy the user's classification criteria.
本发明的实施例提供的视频搜索方法, 接收携带文本数据的搜 索请求后, 找到匹配该文本数据的元数据和 /或复合元数据, 其中, 复合元数据中包含至少两个元数据的内容; 显示时, 只显示元数据 对应的视频特征和 /或复合元数据对应的一个视频特征。 因此, 搜索 得到的重复的视频内容没有被显示, 避免了现有技术中搜索结果页 面充斥大量重复视频的现象, 使得用户搜索视频得到的搜索结果能 够尽可能多地显示为不同内容的视频, 提高了用户感受。 The video search method provided by the embodiment of the present invention, after receiving the search request carrying the text data, finds metadata and/or composite metadata that matches the text data, wherein the composite metadata includes content of at least two metadata; When displayed, only one video feature corresponding to the video feature and/or composite metadata corresponding to the metadata is displayed. Therefore, the repeated video content obtained by the search is not displayed, and the search result page in the prior art is avoided. The phenomenon of flooding a large number of repeated videos enables the search results obtained by the user to search for videos to be displayed as videos of different contents as much as possible, thereby improving the user experience.
本发明实施例提供的视频搜索系统, 如图 4所示, 包括: 视频数据库 30, 用于存储元数据、 复合元数据、 视频特征, 其 中, 所述复合元数据中包含至少两个元数据的内容。  The video search system provided by the embodiment of the present invention, as shown in FIG. 4, includes: a video database 30, configured to store metadata, composite metadata, and video features, where the composite metadata includes at least two metadata. content.
用户界面 32, 用于接收用户输入的携带文本数据搜索条件的搜 索请求; 显示元数据对应的视频特征, 和 /或显示复合元数据对应的 一个视频特征。  The user interface 32 is configured to receive a search request for carrying a text data search condition input by the user, display a video feature corresponding to the metadata, and/or display a video feature corresponding to the composite metadata.
搜索控制器 31, 用于从视频数据库中找到匹配所述文本数据的 元数据和 /或复合元数据。  The search controller 31 is configured to find metadata and/or composite metadata matching the text data from the video database.
进一步的, 该用户界面 32, 还用于以隐藏列表方式显示复合元 数据对应的其他视频特征。  Further, the user interface 32 is further configured to display other video features corresponding to the composite metadata in a hidden list manner.
该视频数据库 30包括:  The video database 30 includes:
元数据子库 301, 用于存储元数据、 复合元数据。  The metadata sub-library 301 is used for storing metadata and composite metadata.
视频特征子库 302, 用于存储视频特征。  The video feature sub-library 302 is configured to store video features.
此外, 该系统还包括:  In addition, the system also includes:
网络爬取器 34, 用于爬取视频数据。  Web crawler 34, used to crawl video data.
视频导入控制器 33, 用于获取新视频数据的视频特征, 记为 Video import controller 33, used to acquire video features of new video data, recorded as
F, 获取描述所述新视频数据的元数据, 记为 M, 若在所述元数据 子库 301 中未找到与所述 M相匹配的元数据和 /或复合元数据, 则 将所述 Mi导入所述元数据子库 301, 将所述 F,导入所述视频特征子 库 302。 F, obtaining metadata describing the new video data, denoted as M, if the metadata and/or composite metadata matching the M is not found in the metadata sub-library 301, the Mi is The metadata sub-library 301 is imported, and the F is imported into the video feature sub-library 302.
所述视频导入控制器 34, 还用于若在所述元数据子库 301 中找 到与所述 Μ,·相匹配的元数据和 /或复合元数据, 记为 mk, 则判断所 迷 与各个所迷 对应的视频特征集 Λ是否相同; 若确定所述 ^ 与各个所述 Λ均不相同, 则将所述 导入所述元数据子库 301, 将 所述 ^导入所述视频特征子库 302; 若确定所述 Fi与一个所述 /相 同, 则将所述 ^加入所述 得到新的复合视频特征集 Λ', 将所述 '导入所述视频特征子库 302, 将所述 Μ;·加入所述 对应的 得 到新的复合元数据 mk ' , 将所述 导入所述元数据子库 30 1。 The video import controller 34 is further configured to: if the metadata and/or composite metadata matching the Μ,· is found in the metadata sub-library 301, and recorded as m k , determine the confusion Whether the video feature set corresponding to each of the fans is the same; if it is determined that the ^ is different from each of the UIs, the metadata sub-library 301 is imported, and the video feature sub-library is imported. 302. If it is determined that the Fi is the same as the one, the ^ is added to the new composite video feature set ,', and the 'imported into the video feature sub-library 302, the Μ ; · Add the corresponding one To the new composite metadata m k ' , the metadata sub-library 30 1 is imported.
本视频搜索系统可以使用上述实施例提供的视频搜索方法, 所 迷方法在上述实施例中已经详细描述, 在此不再赘述。  The video search system can use the video search method provided in the foregoing embodiment. The method has been described in detail in the foregoing embodiments, and details are not described herein again.
本发明的实施例提供的视频搜索系统, 接收携带文本数据的搜 索请求后, 找到匹配该文本数据的元数据和 /或复合元数据, 其中, 复合元数据中包含至少两个元数据的内容; 显示时, 只显示元数据 对应的视频特征和 /或复合元数据对应的一个视频特征。 因此, 搜索 得到的重复的视频内容没有被显示, 避免了现有技术中搜索结果页 面充斥大量重复视频的现象, 使得用户搜索视频得到的搜索结果能 够尽可能多地显示为不同内容的视频, 提高了用户感受。  The video search system provided by the embodiment of the present invention, after receiving the search request carrying the text data, finds metadata and/or composite metadata that matches the text data, wherein the composite metadata includes content of at least two metadata; When displayed, only one video feature corresponding to the video feature and/or composite metadata corresponding to the metadata is displayed. Therefore, the repeated video content obtained by the search is not displayed, which avoids the phenomenon that the search result page is flooded with a large number of repeated videos in the prior art, so that the search result obtained by the user searching for the video can be displayed as the video of different content as much as possible, thereby improving The user feels.
本领域普通技术人员可以理解: 实现上述方法实施例的全部或 部分步樣可以通过程序指令相关的硬件来完成, 前述的程序可以存 储于一计算机可读取存储介质中, 该程序在执行时, 执行包括上述 方法实施例的步骤; 而前述的存储介质包括: ROM、 RAM , 磁碟或 者光盘等各种可以存储程序代码的介质。  A person skilled in the art can understand that all or part of the steps of implementing the above method embodiments may be completed by using hardware related to program instructions, and the foregoing program may be stored in a computer readable storage medium, when executed, The foregoing steps include the steps of the foregoing method embodiments; and the foregoing storage medium includes: a medium that can store program codes, such as a ROM, a RAM, a magnetic disk, or an optical disk.
以上所述, 仅为本发明的具体实施方式, 但本发明的保护范围 并不局限于此, 任何熟悉本技术领域的技术人员在本发明揭露的技 术范围内, 可轻易想到变化或替换, 都应涵盖在本发明的保护范围 之内。 因此, 本发明的保护范围应所述以权利要求的保护范围为准。  The above is only the specific embodiment of the present invention, but the scope of the present invention is not limited thereto, and any person skilled in the art can easily think of changes or substitutions within the technical scope of the present invention. It should be covered by the scope of the present invention. Therefore, the scope of the invention should be determined by the scope of the claims.

Claims

权 利 要 求 书 Claim
1、 一种视频搜索方法, 其特征在于, 包括:  A video search method, comprising:
接收用户输入的携带文本数据搜索条件的搜索请求;  Receiving a search request entered by the user and carrying a text data search condition;
从视频数据库中找到匹配所述文本数据的元数据和 /或复合元数 据; 其中, 所述复合元数据中包含至少两个元数据的内容;  Finding metadata and/or composite metadata that matches the text data from a video database; wherein the composite metadata includes content of at least two metadata;
显示所述元数据对应的视频特征, 和 /或显示所述复合元数据对 应的一个视频特征。  Displaying video features corresponding to the metadata, and/or displaying a video feature corresponding to the composite metadata.
2、 根据权利要求 1 所述的方法, 其特征在于, 显示所述复合元 数据对应的一个视频特征, 还包括:  2. The method according to claim 1, wherein displaying a video feature corresponding to the composite metadata further comprises:
以隐藏列表方式显示所述复合元数据对应的其他视频特征。 Display other video features corresponding to the composite metadata in a hidden list manner.
3、 根据权利要求 2所述的方法, 其特征在于, 以隐藏列表方式 显示所述复合元数据对应的其他视频特征包括: 3. The method according to claim 2, wherein displaying other video features corresponding to the composite metadata in a hidden list manner comprises:
以隐藏列表方式显示所述复合元数据中匹配所述搜索条件的部 分元数据对应的其他视频特征。  Other video features corresponding to the partial metadata of the composite metadata that match the search condition are displayed in a hidden list manner.
4、 根据权利要求 1所述的方法, 所述方法还包括:  4. The method of claim 1, further comprising:
获取新视频数据的视频特征, 记为 F ,  Get the video characteristics of the new video data, recorded as F,
获取描述所述新视频数据的元数据, 记为 M ,  Obtaining metadata describing the new video data, denoted as M,
若在所述视频数据库中未找到与所述 Μ,.相匹配的元数据和 /或复 合元数据, 则将所述 Mi和 Fi导入所述视频数据库。  If no metadata and/or composite metadata matching the Μ,. is found in the video database, the Mi and Fi are imported into the video database.
5、 根据权利要求 1或 4所述的方法, 其特征在于, 所述匹配包 括:  The method according to claim 1 or 4, wherein the matching comprises:
4艮据输入的文本数据或所述 Μ,.中的字段, 逐一查询匹配视频数 据库中存储的各个元数据和复合元数据中的所有字段, 将每个元数据 和复合元数据的各个字段的匹配评分加和作为该元数据、 复合元数据 的匹配分, 若一元数据或复合元数据的所述匹配分大于设定的第一阈 值, 则该元数据或该复合元数据为匹配结果。  4. According to the input text data or the fields in the Μ,., query each field in the matching metadata database and all the fields in the composite metadata one by one, and each field of each metadata and composite metadata The matching score is added as a matching score of the metadata and the composite metadata. If the matching score of the unary data or the composite metadata is greater than the set first threshold, the metadata or the composite metadata is a matching result.
6、 根据权利要求 4所述的方法, 其特征在于,  6. The method of claim 4, wherein
若在所述视频数据库中找到与所述 Mi相匹配的元数据和 /或复合 元数据, 记为 mk , 则判断所述 与各个所述 对应的视频特征集 Λ 是否相同; If the metadata and/or composite metadata matching the Mi is found in the video database, denoted as m k , the video feature set corresponding to each of the videos is determined. Whether they are the same;
若确定所述 与各个所述 Λ均不相同,则将所述 Mi和 Fi导入所 迷视频数据库;  If it is determined that the said and the said each are not the same, the Mi and Fi are imported into the video database;
若确定所迷 与一个所述 相同, 则将所述 ^加入所述 得 到新的复合视频特征集 Λ', 将所述 Μ加入所述 Λ对应的 wt , 得到新 的复合元数据 mk、 并将所述 Λ'和所述 导入所述视频数据库。 If it is determined that the same is the same as one, the ^ is added to the new composite video feature set Λ ', and the Μ is added to the corresponding t t of the , to obtain new composite metadata m k , And importing the Λ' and the into the video database.
7、 根据权利要求 6所述的方法, 其特征在于, 判断所述 ^与各 个所述 对应的视频特征集 Λ是否相同包括:  The method according to claim 6, wherein determining whether the ^ is identical to each of the corresponding video feature sets comprises:
如果所述 t是元数据, 若所述 ^与所述 Λ均方差值小于设定的 第二阈值, 则确定所述 ^与所述 Λ相同; 若所述 与所述 互信息 量值大于设定的第三闹值, 则确定所述 Fi与所述 ^相同; If the t is metadata, if the mean value of the sum is less than the set second threshold, determining that the ^ is the same as the ;; if the mutual information value is greater than Setting the third noise value, determining that the Fi is the same as the ^;
如果所述 mfc是复合元数据, 计算所述 ^与各个所述 Λ的均方差 值, 若其中最大均方差值小于所述设定的第二阈值, 则确定所述 与所述 Λ相同; 或者, 计算所述 /^与各个所述 A的互信息量值, 若 其中最小互信息量值大于所述设定的第三阔值, 则确定所述 ^与所 述 Λ相同。 If the m fc is composite metadata, calculating a mean square difference between the ^ and each of the Λ, if the maximum mean square difference is less than the set second threshold, determining the Λ Alternatively, the mutual information value of the /A and each of the As is calculated. If the minimum mutual information value is greater than the set third threshold, it is determined that the ^ is the same as the threshold.
8、 根据权利要求 6所述的方法, 其特征在于, 所述新的复合元 数据 中, 包括唯一的元数据标识, 各个元数据对应的视频的特征 数据分类对应。  The method according to claim 6, wherein the new composite metadata includes a unique metadata identifier, and the feature data of the video corresponding to each metadata corresponds to the classification.
9、 根据权利要求 2或 3所述的方法, 其特征在于, 还包括: 接收用户点击所述隐藏列表的指令后,根据各个视频特征的直方 图, 或各个视频的点击数, 或各个视频的评分, 或来源网站的知名度 按一定顺序显示所述其他视频特征。  The method according to claim 2 or 3, further comprising: receiving a histogram of each video feature, or a number of clicks of each video, or each video, after receiving an instruction of the user to click the hidden list The rating, or the popularity of the source website, displays the other video features in a certain order.
1 0、 一种视频搜索系统, 其特征在于, 包括:  A video search system, comprising:
视频数据库, 用于存储元数据、 复合元数据、 视频特征; 其中, 所述复合元数据中包含至少两个元数据的内容;  a video database, configured to store metadata, composite metadata, and video features; wherein the composite metadata includes content of at least two metadata;
用户界面,用于接收用户输入的携带文本数据搜索条件的搜索请 求; 显示元数据对应的视频特征, 和 /或显示复合元数据对应的一个 视频特征; 搜索控制器,用于从视频数据库中找到匹配所述文本数据的元数 据和 /或复合元数据。 a user interface, configured to receive a search request for carrying a text data search condition input by the user; display a video feature corresponding to the metadata, and/or display a video feature corresponding to the composite metadata; A search controller is configured to find metadata and/or composite metadata that matches the text data from a video database.
1 1、 根据权利要求 10所述的系统, 其特征在于,  1 1. The system of claim 10, wherein:
所述用户界面,还用于以隐藏列表方式显示所述复合元数据对应 的其他视频特征。  The user interface is further configured to display other video features corresponding to the composite metadata in a hidden list manner.
1 2、 根据权利要求 10所述的系统, 其特征在于, 所述视频数据 库包括:  2. The system according to claim 10, wherein the video data database comprises:
元数据子库, 用于存储元数据、 复合元数据;  Metadata sub-library for storing metadata and composite metadata;
视频特征子库, 用于存储视频特征。  Video feature sub-library for storing video features.
1 3、 根据权利要求 12所述的系统, 其特征在于, 所述系统还包 括:  The system according to claim 12, wherein the system further comprises:
网络爬取器, 用于爬取视频数据;  a web crawler for crawling video data;
视频导入控制器, 用于获取新视频数据的视频特征, 记为 获 取描述所述新视频数据的元数据, 记为 M , 若在所述元数据子库中 未找到与所述 M;相匹配的元数据和 /或复合元数据,则将所述 M;导入 所述元数据子库, 将所述 ^导入所述视频特征子库。 a video import controller, configured to acquire a video feature of the new video data, and recorded as acquiring metadata describing the new video data, denoted as M, if the metadata sub-database is not found to match the M; Metadata and/or composite metadata, then import the M ; into the metadata sub-library, and import the ^ into the video feature sub-library.
1 4、 根据权利要求 13所述的系统, 其特征在于,  14. The system of claim 13 wherein:
所述视频导入控制器,还用于若在所述元数据子库中找到与所述 Μ相匹配的元数据和 /或复合元数据, 记为 mk , 则判断所述 与各个 所述 对应的视频特征集 Λ是否相同; 若确定所述 与各个所述 Λ 均不相同, 则将所述 Μ,·导入所述元数据子库, 将所述 导入所述视 频特征子库; 若确定所述 与一个所述 相同, 则将所述 加入所 述 Λ,得到新的复合视频特征集 Λ',将所述 Λ'导入所述视频特征子库, 将所述 加入所述 对应的 得到新的复合元数据 t', 将所述 导入所述元数据子库。 The video import controller is further configured to: if the metadata and/or the composite metadata matching the Μ are found in the metadata sub-library, denoted as m k , determine the corresponding to each of the Whether the video feature set is the same; if it is determined that the description is different from each of the foregoing, the UI is imported into the metadata sub-library, and the video feature sub-library is imported; Referring to the same as one, adding the said Λ, obtaining a new composite video feature set Λ ', importing the Λ ' into the video feature sub-library, adding the corresponding to the corresponding new The composite metadata t ' is imported into the metadata sub-library.
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105022604A (en) * 2015-07-17 2015-11-04 广东威创视讯科技股份有限公司 Intelligent signal processing method and apparatus

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107169019B (en) * 2017-04-06 2020-07-24 华为技术有限公司 Video metadata query method, device and system
CN113127679A (en) * 2019-12-30 2021-07-16 阿里巴巴集团控股有限公司 Video searching method and device and index construction method and device
CN113591853B (en) * 2021-08-10 2024-04-19 北京达佳互联信息技术有限公司 Keyword extraction method and device and electronic equipment

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102063476A (en) * 2010-12-13 2011-05-18 百度时代网络技术(北京)有限公司 Video searching method and system
US20110225136A1 (en) * 2009-08-18 2011-09-15 Industrial Technology Research Institute Video search method, video search system, and method thereof for establishing video database

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101944111B (en) * 2010-09-09 2012-05-23 中国科学技术大学 Method and device for searching news video

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20110225136A1 (en) * 2009-08-18 2011-09-15 Industrial Technology Research Institute Video search method, video search system, and method thereof for establishing video database
CN102063476A (en) * 2010-12-13 2011-05-18 百度时代网络技术(北京)有限公司 Video searching method and system

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105022604A (en) * 2015-07-17 2015-11-04 广东威创视讯科技股份有限公司 Intelligent signal processing method and apparatus

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