1. Field of the Invention
The present invention relates to managing searches associated with media and more specifically to a system and method of processing media to enable the searching of dialog within the media.
2. Introduction
Movies (motion pictures) have become ubiquitous in society. Movies are made, distributed, studied and discussed worldwide. This worldwide interest has sparked the creation of movie databases, such as the Internet Movie Database (IMDb), which may be found online at imdb.com, and which provides a database of metadata about movies, including a plot outline, a plot summary, a listing of the cast, genre and/or other data about the movie. This metadata may be searched online. However, there is a need in the art for an improved mechanism for searching video or other media.
Additional features and advantages of the invention will be set forth in the description which follows, and in part will be obvious from the description, or may be learned by practice of the invention. The features and advantages of the invention may be realized and obtained by means of the instruments and combinations particularly pointed out in the appended claims. These and other features of the present invention will become more fully apparent from the following description and appended claims, or may be learned by the practice of the invention as set forth herein.
The present invention addresses the needs set forth above and includes systems, methods and computer readable media for processing media to enable a particular type of search. In one aspect, the method includes receiving a media presentation and extracting subtitles from the received media. The method further includes converting this abstracted subtitles and the text data and associating a frame or series of frames with at least one portion of the converted subtitles. Metadata may also be generated either automatically or manually by users such that each portion of the converted subtitles may have additional information about each segment of the media presentation. The subtitle text, metadata, a frame index and associated one or more media frames may then be stored in a searchable format wherein users can submit text searches and receive matching portions of the media presentation and view the associated frame or frames.
In another embodiment, the method relates to generating a media database. The method includes, for each program of a plurality of programs, extracting a subtitle track from the program, retrieving at least one frame associated with the subtitle track, adding metadata to the extracted subtitle track and at least one frame, processing the subtitle track to obtain program statistics and storing the subtitle track, program statistics and at least one frame in the media database. In this way, many statistics regarding the program, such as the number of lines in the media, how intense the swearing is, how many words per minute and so on may be identified as part of the program statistics and presented to a user or utilized in order to present information to a user.
In order to describe the manner in which the above-recited and other advantages and features of the invention can be obtained, a more particular description of the invention briefly described above will be rendered by reference to specific embodiments thereof which are illustrated in the appended drawings. Understanding that these drawings depict only exemplary embodiments of the invention and are not therefore to be considered to be limiting of its scope, the invention will be described and explained with additional specificity and detail through the use of the accompanying drawings in which:
The present invention will be described more fully hereinafter with reference to the accompanying figures, in which embodiments of the invention are shown. This invention may, however, be embodied in many alternate forms and should not be construed as limited to the embodiments set forth herein.
Accordingly, while the invention is susceptible to various modifications and alternative forms, specific embodiments thereof are shown by way of example in the drawings and will herein be described in detail. It should be understood, however, that there is no intent to limit the invention to the particular forms disclosed, but on the contrary, the invention is to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the invention as defined by the claims. Like numbers refer to like elements throughout the description of the figures.
The terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used herein, the singular forms “a”, “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms “comprises”, “comprising,” “includes” and/or “including” when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof. Moreover, when an element is referred to as being “responsive” to another element, it can be directly responsive to the other element, or intervening elements may be present. In contrast, when an element is referred to as being “directly responsive” to another element, there are no intervening elements present. As used herein the term “and/or” includes any and all combinations of one or more of the associated listed items and may be abbreviated as “/”.
It will be understood that, although the terms first, second, etc. may be used herein to describe various elements, these elements should not be limited by these terms. These terms are only used to distinguish one element from another. For example, a first element could be termed a second element, and, similarly, a second element could be termed a first element without departing from the teachings of the disclosure.
The present invention is described below with reference to block diagrams and/or flowchart illustrations of methods, apparatus (systems and/or devices) and/or computer program products according to embodiments of the invention. It is understood that a block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented by computer program instructions.
These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, and/or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer and/or other programmable data processing apparatus, create means (functionality) and/or structure for implementing the functions/acts specified in the block diagrams and/or flowchart block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instructions which implement the function/act specified in the block diagrams and/or flowchart block or blocks. In this regard, an embodiment may refer to a device or computing device itself.
The computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer-implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions/acts specified in the block diagrams and/or flowchart block or blocks.
Various embodiments of the invention are discussed in detail below. While specific implementations are discussed, it should be understood that this is done for illustration purposes only. A person skilled in the relevant art will recognize that other components and configurations may be used without parting from the spirit and scope of the invention.
With reference to
Although the exemplary environment described herein employs the hard disk, it should be appreciated by those skilled in the art that other types of computer readable media which can store data that are accessible by a computer, such as magnetic cassettes, flash memory cards, digital versatile disks, cartridges, random access memories (RAMs), read only memory (ROM), a cable or wireless signal containing a bit stream and the like, may also be used in the exemplary operating environment.
To enable user interaction with the computing device 100, an input device 190 represents any number of input mechanisms, such as a microphone for speech, a touch-sensitive screen for gesture or graphical input, keyboard, mouse, motion input, speech and so forth. The device output 170 can also be one or more of a number of output mechanisms known to those of skill in the art. In some instances, multimodal systems enable a user to provide multiple types of input to communicate with the computing device 100. The communications interface 180 generally governs and manages the user input and system output. There is no restriction on the invention operating on any particular hardware arrangement and therefore the basic features here may easily be substituted for improved hardware or firmware arrangements as they are developed.
For clarity of explanation, the illustrative system embodiment is presented as comprising individual functional blocks (including functional blocks labeled as a “processor”). The functions these blocks represent may be provided through the use of either shared or dedicated hardware, including, but not limited to, hardware capable of executing software. For example the functions of one or more processors presented in
Accordingly, the present invention may be embodied in hardware and/or in software (including firmware, resident software, micro-code, etc.). Furthermore, the present invention may take the form of a computer program product on a computer-usable or computer-readable storage medium having computer-usable or computer-readable program code embodied in the medium for use by or in connection with an instruction execution system. In the context of this document, a computer-usable or computer-readable medium may be any medium that can contain, store, communicate, propagate, or transport the program for use by or in connection with the instruction execution system, apparatus, or device.
The computer-usable or computer-readable medium may be, for example but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, device, or propagation medium. More specific examples (a non-exhaustive list) of the computer-readable medium would include the following: an electrical connection having one or more wires, a portable computer diskette, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or Flash memory), an optical fiber, and a portable compact disc read-only memory (CD-ROM). Note that the computer-usable or computer-readable medium could even be paper or another suitable medium upon which the program is printed, as the program can be electronically captured, via, for instance, optical scanning of the paper or other medium, then compiled, interpreted, or otherwise processed in a suitable manner, if necessary, and then stored in a computer memory.
It should also be noted that in some alternate implementations, the functions/acts noted in the blocks may occur out of the order noted in the flowcharts. For example, two blocks shown in succession may in fact be executed substantially concurrently or the blocks may sometimes be executed in the reverse order, depending upon the functionality/acts involved. Moreover, the functionality of a given block of the flowcharts and/or block diagrams may be separated into multiple blocks and/or the functionality of two or more blocks of the flowcharts and/or block diagrams may be at least partially integrated.
Some embodiments of the present invention provide systems, methods and/or computer program products or computer-readable media that allow searching of the dialog of movies by storing the subtitles of the movies in word-searchable form, and allowing queries of the stored text of the subtitles. In contrast with conventional movie databases such as IMDb, which provides storing and searching of metadata about movies, some embodiments of the present invention capture and allow searching of the subtitles themselves. Moreover, in some embodiments, the subtitle queries are not used to navigate a movie but, rather, are used to provide analysis and insight into movies.
As used herein, the term “movies” includes any audio/visual work that includes a subtitles subtrack, and as such may include conventional cinema-released movies that are also released on Digital Video Discs (DVDs) and/or distributed electronically, TV miniseries, made-for-TV movies and/or direct-to-video movies. TV programs and music videos may also be included if they include a subtitles subtrack. As also well known to those having skill in the art, in stored or broadcast movies, subtitles are provided as a separate subtitles subtrack that provides a series of lines of subtitles, and an index to a range of frames where the respective subtitle lines are displayed. For convenience, some embodiments of the present invention will be referred to herein by the acronym SWiM (Searching Within Movies).
Still referring to
As is well known to those having skill in the art, a given line of subtitles is associated with a range of frames of the movie during which the line of subtitles is displayed. When generating the subtitle text, at Block 330, an identification of the frames over which the respective subtitle line is displayed may also be stored, for example by storing a starting frame number and an ending frame number. Thus, the subtitle text may be stored along with the timing thereof. Other techniques also may be used, such as storing other data about the media. For example, the scenery, the motion, background music, and so forth may be stored as associated with a particular portion of the subtitle.
At Block 340, a single frame or a small subset of frames that is associated with each subtitle line is then grabbed or captured. More specifically, a given subtitle line may be associated with a large number (for example, several hundred to several thousand) of frames. A single frame or a small subset of the frames (for example, fewer than 10 frames) may be grabbed, to provide a visual indication of the scene in which the subtitle line is spoken. It will be understood that a single frame or a small subset of the frames is obtained to provide a visual reference, but not to substitute for a viewing of the movie itself.
Many techniques may be used to determine which frame or small subset of frames should be grabbed for each subtitle line. For example, in some embodiments, the first and/or last frame associated with a subtitle line may be selected. In other embodiments, a frame that is midway between the first and last frame for a subtitle line may be selected. In yet other embodiments, a frame that is between the first and last subtitle frame, and which has a reduced or minimal amount of blurring, may be selected. In still other embodiments, a frame or frames that is clearest may be selected, to aid in visibility. Combinations of these and other techniques may be used to select a frame or a small subset of frames to be grabbed at Block 340. Selection may be manual, automatic or a combination thereof.
Then, at Block 350, the subtitle text, the frame index and the selected video frame(s) may be stored in a searchable format. Storing may use a relational database, such as SQL and/or Oracle, and/or may use a flat file that is word searchable. In some embodiments, the Internet movie database ID (a seven-digit number starting with 0) may be used as a primary key for the database. It will also be understood that the video frames may be stored as part of the database or flat file, or pointers may be used to access the video frames. The storing of subtitle text, indices, pointers and/or images using relational databases and/or flat files is well known to those having skill in the art, and need not be described further herein.
At Block 360, metadata may be added to the stored subtitle text. This metadata may include a movie title, a year of release, a plot outline, a plot summary, a listing of cast members, a listing of genre, an MPAA rating, data about an associated frame or frames for a subtitle or portion of a subtitle and/or other related metadata about the movie. This metadata may be generated independently, may be obtained from other movie databases and/or may point to other databases.
Additional metadata may also be generated by users or workers parsing or annotating the movie, such as users 125 of
Referring now to Block 370, in some embodiments, the text file is processed to obtain statistics regarding the movie. Numerous embodiments of statistics may be generated according to various embodiments of the present invention, as will now be described. For example, the “total number of lines” may be obtained by adding the total number of lines of subtitles in a given movie. The “total number of lines per minute” may be obtained by dividing the total number of lines of subtitles by the length of the movie in minutes. The “number of words per minute” may be obtained by dividing the total number of words in the subtitles by the number of minutes of the movie. Lines/minute and words/minute may provide an indication of how “talky” a movie is. “Unique words per minute” may also be calculated by building a database of unique words in a given movie from the text file and dividing by the number of minutes. Unique words per minute may provide an indication of vocabulary size and/or repetitiveness for a movie.
Other unique statistical indices may be generated according to various embodiments of the present invention. For example, a “swearosity” index may be generated by identifying all occurrences of “swear words” that correspond to a predefined list of swear words. The swear words may be filtered for context to ensure that a swear word is actually being used. A swearosity index may then be determined by dividing the number of swear words by the number of minutes of length of the movie, to obtain a “number of swear words per minute” index. The swearosity index can provide an indication of the density of swear words in a movie.
In other embodiments of the invention, an “inarticulosity” index may be generated by identifying the number of inarticulate utterances, such as “grrr” or “hmmm”, inarticulate expressions, such as “Uh-huh”, and/or other elements of the subtitle text that do not correspond to words. Inarticulate utterances may be identified by comparing the subtitle text to a predefined list of inarticulate utterances. Alternatively, the subtitle text may be compared to a dictionary for a given language, to obtain a number of inarticulates. The number of inarticulates may then be divided by the length of the film in minutes to obtain an inarticulosity index.
Still other unique statistical indexes may be provided according to other embodiments of the present invention by analyzing the subtitle text file and obtaining statistics that may be of interest to movie lovers. For example, a “proper names” index may measure the number of different characters in a movie. A “places” index may measure the number of unique places referred to in the movie. Other indexes may be provided. Any statistics may be used to filter or alter the presented data. For example, only shows with a swearosity below a certain level for children. Other words such as sexually explicit words may also be analyzed such that movies below a certain threshold may only be shown according to a parameter.
Even more sophisticated indices may be provided by comparing subtitle texts of different films to one another. For example, a “new word” index may be computed by comparing all of the words used in a given movie to all of the words used in movies that were released in previous years, to determine which words were first used in a given movie. Other more sophisticated indices that compare the subtitles of a given movie to subtitles of other movies may also be provided according to other embodiments of the present invention.
Finally, referring to Block 380, operations of Blocks 310-370 continue to be performed for additional movies, in order to provide a corpus of movies that can be authoritative. For example, the IMDb database presently includes over 300,000 entries. However, there may be only 10,000-20,000 movies that are viewed as “important” in terms of interest and analysis by movie lovers or these may be only 5,000 segments within the 20,000 movies that were rated as over 90% approval by viewers. In some embodiments, an excellent corpus of 5,000 movies may be provided, given the correct 5,000 movies. Target lists for a correct corpus may be obtained using lists of Oscar winners, “best of” lists, “top 1,000” lists, etc. Accordingly, the corpus of the text file need not be unreasonably large to provide a meaningful database for analysis.
A summary of the operations of
Referring now to
Referring again to
Analogous techniques may be used for a “phrase match” search, or for an approximation or “wild card” search. For example, some embodiments of the present invention may allow for searching words using an “AND” operator, to find subtitle lines that contain all of the listed words. In other embodiments, the use of double quotes (“”) or other delimiters may be used to find an exact match. Accommodations may be made for unfamiliar spellings and/or differences between, for example, British and American English. Accounting for translation errors may also be provided for, as well as accounting for slang and other non-words. Other searching techniques will be known by those having skill in the art and need not be described further herein. In some embodiments, the search results may be cached so that searches that are repeatedly performed, such as “I am your father”, may be cached separately to provide quicker searches and conserve resources. In other embodiments, various combinations of subtitle text, metadata and statistics may be searched, using search techniques well known to those having skill in the art.
Referring back to
For example,
Referring again to
Other, more sophisticated graphical bars 514 may be provided according to other embodiments of the present invention. For example, “swearosity” over time may be graphically indicated using a dashboard 514. This swearosity versus time indicator may be used to filter swear words or associated scenes. In other embodiments, the number of words per minute may be graphically indicated by a dashboard 514. In still other embodiments, various other statistical tools may be displayed in graphical/dashboard format as a function of time, and clicking on a given point in the dashboard can display the appropriate subtitle line and frame.
Continuing with the description of
Other navigation capabilities also may be provided in
In some embodiments, steps may be taken to reduce or prevent the use of systems to navigate the entire movie and act as a substitute for purchasing or renting the movie itself. Thus, for example, the frames that are captured at 510, 522 and 524 may be low resolution. Moreover, as more sequential frames are accessed using the previous/next frame buttons 522/524, the frames may become increasingly lower resolution and/or increasing lower contrast, have fading audio presented, and so forth.
Referring again to
Finally, some embodiments of the present invention may provide one or more links to movie providers for purchasing or renting the movie. Thus, for example,
The statistics page of
It will also be understood by those having skill in the art that embodiments of the present invention have been described above in connection with subtitles because of their universal applicability and relative ease of extraction from a DVD. However, other embodiments of the present invention may use closed captioning instead of, or in addition to, subtitles, to generate the text files described above. Closed captioning may be more difficult to extract from a movie, because closed captioning may be embedded in a video file. Nonetheless, once extracted, closed captioning may be used as a basis for building a canonical corpus for movies according to any of the above-described embodiments.
Additional discussion of various embodiments of the present invention will now be provided. In particular, some embodiments of the present invention can allow media to be indexed in better ways, including the actual content of the media, and not just metadata about the media. For example, searching metadata about books at amazon.com, and searching of short samples of music at amazon.com and itunes.com may be done. Videos can also be searched using metadata at alltheweb.com and google.com. Lyrics and popular music also may be searched in various places. Finally, metadata about movies may be searched in the IMDb database.
In sharp contrast, however, embodiments allow the actual content of movies to be searched, rather than just information about movies (metadata). Stated differently, a benefit of the disclosure allow users to index, study, compare or otherwise ruminate about the actual content of movies, for use in discussion, refutation, clarification, extension, etc. Embodiments disclosed herein may also lead to increased interest in various areas of movie making, and may lead to increased sales in some of the finer, but somewhat forgotten, moments in cinema history.
Embodiments disclosed herein may not offer a movie experience but, rather, may create indexing to the content of the subtitles of movies and may provide links to other related content or links to purchasing and/or renting movies of interest. Thus, embodiments of the invention can offer a relatively unambiguous method of indexing, searching and referring to movies, which may, in turn, support higher level analysis, but does not support watching the movie. Support may be provided, however, for ordering a copy of the movie for purchase and/or rental.
Other embodiments disclosed herein may store subtitle lines in multiple languages, and allow searching in a given language or across languages. Non-coincident subtitle lines may be accounted for. In particular, some embodiments of the present invention may allow searching of a given word in a given language, and, if multiple language subtitles are available, to find the corresponding subtitles in one or more other languages. Flipping between the various language subtitles may provide a user with a translation of the subtitle line of the film, while associating the subtitle line with a given frame. Moreover, a listing may also indicate the original language of the film, so that a user can see, for example, when a given French word is being used in an English language film, or when a given French word is being used in a French language film.
Many of the above described embodiments included a single general purpose database. However, databases may also be created that are specific to a given subset of users according to other embodiments of the invention. Thus, in one trivial example, some users may be particularly fond of Marlboro cigarettes, and may submit metadata for films that include Marlboro cigarettes, along with links to the appropriate subtitle lines thereof. This specialized metadata database may then be available to a smaller user group for restricted access and/or at a higher fee, in some embodiments of the present invention. Other embodiments may allow users to add comments to the database, which comments may then be searchable along with the subtitle lines, metadata and/or statistics to define users who have common interests. Accordingly, although some embodiments of the present invention provide a canonical corpus for movies, other embodiments allow varying degrees of personalization by user group, interest and/or other criteria, which personalization may be accessed based on a tiered feature model and/or restricted access model.
Embodiments disclosed herein may also provide digital rights management features so as to reduce or eliminate the possibility of using embodiments of the present invention as a substitute for purchasing or renting the movie. Digital rights management techniques described above can include using cover art and single frames only, providing copy protection of the frames, showing a surrogate image instead of a frame, providing graying or other contrast reduction on repeated use, providing automatic links to sources of rental or purchase, providing prompting messages and/or restricting non-permitted uses, such as screen savers. Although embodiments may allow full text searching of the subtitle lines of a given movie, a very limited number of frames themselves may be accessible. For example, in some embodiments, far less than 0.01% of all the frames in the movie are viewable.
Some embodiments disclosed herein may provide searching of the subtitle database using the text, metadata and/or statistical data that were described above. However, other embodiments may provide linking to other external databases and/or descriptive information, or audio segments associated with the retrieved video segments, as well as searching using the combined externally available information and internally available subtitle text in the database. In one example, combined searching of the Wikipedia database and the SWiM server database may be provided to generate a mashup type response.
From a marketing standpoint, graduated features may be provided in some embodiments of the present invention. A free entry level tier may be provided in some embodiments, along with a pay-by-the-search model and/or a premium features tier. Moreover, embodiments of the invention need not be limited to movies, but may be also used for television shows that include a subtitle and/or closed caption content. Annotated content may be provided in standardized formats by the MPEG-7 description framework, and a potentially open API may be provided by the GPL code. Music lyrics may also be indexed along with other symbologies, such as music notation. The media also need not be limited to DVDs, but may include other media, such as Blue Ray. In fact, since Blue Ray and other enhanced media allow inclusion of an executable program, some embodiments of the present invention may be included as a standalone program that may be coupled to the media itself. Embodiments of the present invention may also be coupled to 3D content that is provided on a disc, in addition to the 2D content of the movie. For example, a 3D version of a movie may be provided on a DVD with alternative viewing angles that may be accessed by embodiments of the present invention.
Finally, some embodiments may be personalized in other ways, for example, to take into account a given user's library of movies, rather than all movies. Accordingly, a user may input a list of titles that the user owns, or the system may identify a user's library of movies as an itunes library, and then all searches may be based on these titles. In other embodiments, searches may be performed on movies that the user does not own. Combinations of “My Collection” and “All Movies” may be searched, as well.
Some embodiments may, therefore, provide analysis features for movies that may have heretofore been unavailable. A key word or a phrase in movie dialog may be searched for by searching the actual dialog. Users can assess the usage of a key word over time, across movies, across genres of movies and/or across other categories. Movies may be tabulated on the basis of words, such as which movie the word “dude” was used the most. Movies may also be assessed on higher level linguistic devices, such as swearosity, first use of a given word, inarticulosity, etc. Search set selection tools may also be offered based on the dialog. For example, a search can find all movies that are rated NC-17, but exclude those that use a given swear word. “Frame+text” interfaces may be provided that allow users to recognize the movie moment they are looking for. Many different embodiments of dashboards may be provided, to show at a glance the dialog structure locally and/or globally. The purchase or rental of movies may be incented by providing a pleasant, flexible and compelling exploration interface with multiple paths to purchase or fulfillment. Copyright compliance and/or digital rights management features may also be provided, while still providing a customer-friendly user interface. Moreover, embodiments disclosed herein can provide a reference infrastructure for users to refer to movie elements. For example, a user can send a link to a moment in a database according to embodiments of the present invention, to make a point in a discussion. User tagging and tag streams may also be provided, in addition to dialog streams, to enhance personalization.
Embodiments within the scope disclosed may also include computer-readable media for carrying or having computer-executable instructions or data structures stored thereon. Such computer-readable media can be any available media that can be accessed by a general purpose or special purpose computer. By way of example, and not limitation, such computer-readable media can comprise RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to carry or store desired program code means in the form of computer-executable instructions or data structures. When information is transferred or provided over a network or another communications connection (either hardwired, wireless, or combination thereof) to a computer, the computer properly views the connection as a computer-readable medium. Thus, any such connection is properly termed a computer-readable medium. Combinations of the above should also be included within the scope of the computer-readable media.
Computer-executable instructions include, for example, instructions and data which cause a general purpose computer, special purpose computer, or special purpose processing device to perform a certain function or group of functions. Computer-executable instructions also include program modules that are executed by computers in stand-alone or network environments. Generally, program modules include routines, programs, objects, components, and data structures, etc. that perform particular tasks or implement particular abstract data types. Computer-executable instructions, associated data structures, and program modules represent examples of the program code means for executing steps of the methods disclosed herein. The particular sequence of such executable instructions or associated data structures represents examples of corresponding acts for implementing the functions described in such steps. Program modules may also comprise any tangible computer-readable medium in connection with the various hardware computer components disclosed herein, when operating to perform a particular function based on the instructions of the program contained in the medium.
Those of skill in the art will appreciate that other embodiments of the invention may be practiced in network computing environments with many types of computer system configurations, including personal computers, hand-held devices, multi-processor systems, microprocessor-based or programmable consumer electronics, network PCs, minicomputers, mainframe computers, and the like. Embodiments may also be practiced in distributed computing environments where tasks are performed by local and remote processing devices that are linked (either by hardwired links, wireless links, or by a combination thereof) through a communications network. In a distributed computing environment, program modules may be located in both local and remote memory storage devices.
Although the above description may contain specific details, they should not be construed as limiting the claims in any way. Other configurations of the described embodiments of the invention are part of the scope of this invention. Accordingly, the appended claims and their legal equivalents should only define the invention, rather than any specific examples given.
The present application is a continuation of U.S. patent application Ser. No. 15/373,046, filed Dec. 8, 2016, which is a continuation of U.S. patent application Ser. No. 14/950,054, filed Nov. 24, 2015, now U.S. Pat. No. 9,535,989, issued Jan. 3, 2017, which is a continuation of U.S. patent application Ser. No. 14/330,719, filed Jul. 14, 2014, now U.S. Pat. No. 9,218,425, issued Dec. 22, 2015, which is a continuation of U.S. patent application Ser. No. 12/167,831, filed Jul. 3, 2008, now U.S. Pat. No. 8,781,996, issued Jul. 15, 2014, which is the non-provisional of U.S. Provisional Application No. 60/949,389, filed Jul. 12, 2007, the content of which are incorporated herein by reference in their entirety.
Number | Name | Date | Kind |
---|---|---|---|
5481296 | Cragun et al. | Jan 1996 | A |
5659742 | Beattie et al. | Aug 1997 | A |
5703655 | Corey et al. | Dec 1997 | A |
5786814 | Moran et al. | Jul 1998 | A |
5794249 | Orsolini et al. | Aug 1998 | A |
5835667 | Wactlar et al. | Nov 1998 | A |
5852664 | Iverson et al. | Dec 1998 | A |
6104861 | Tsukagoshi | Aug 2000 | A |
6262775 | Kim | Jul 2001 | B1 |
6360234 | Jain et al. | Mar 2002 | B2 |
6418271 | Cookson et al. | Jul 2002 | B1 |
6430357 | Orr | Aug 2002 | B1 |
6463444 | Jain et al. | Oct 2002 | B1 |
6473778 | Gibbon | Oct 2002 | B1 |
6567980 | Jain et al. | May 2003 | B1 |
6580437 | Liou et al. | Jun 2003 | B1 |
6636238 | Amir et al. | Oct 2003 | B1 |
6697796 | Kermani | Feb 2004 | B2 |
6782380 | Thede | Aug 2004 | B1 |
6901207 | Watkins | May 2005 | B1 |
6922691 | Flank | Jul 2005 | B2 |
7707221 | Dunning | Apr 2010 | B1 |
20020078452 | Devara | Jun 2002 | A1 |
20020170062 | Chen et al. | Nov 2002 | A1 |
20040122811 | Page | Jun 2004 | A1 |
20040125877 | Chang et al. | Jul 2004 | A1 |
20040263621 | Guo et al. | Dec 2004 | A1 |
20050022252 | Shen | Jan 2005 | A1 |
20050097080 | KethiReddy et al. | May 2005 | A1 |
20050117884 | Kang et al. | Jun 2005 | A1 |
20050188412 | Dacosta | Aug 2005 | A1 |
20050198006 | Boicey et al. | Sep 2005 | A1 |
20060021060 | Fujinami et al. | Jan 2006 | A1 |
20060140588 | Kim | Jun 2006 | A1 |
20060236338 | Shimoda | Oct 2006 | A1 |
20060271594 | Haberman | Nov 2006 | A1 |
20070061352 | Dimitrova et al. | Mar 2007 | A1 |
20070061845 | Barnes, Jr. | Mar 2007 | A1 |
20070098350 | Gibbon et al. | May 2007 | A1 |
20070136755 | Sakai | Jun 2007 | A1 |
20070154171 | Elcock et al. | Jul 2007 | A1 |
20070203945 | Louw | Aug 2007 | A1 |
20070204288 | Candelore | Aug 2007 | A1 |
20070253678 | Sarukkai | Nov 2007 | A1 |
20070294249 | Feyaerts | Dec 2007 | A1 |
20080192129 | Walker et al. | Aug 2008 | A1 |
Number | Date | Country |
---|---|---|
0 903 676 | Mar 1999 | EP |
1 043 665 | Oct 2000 | EP |
Entry |
---|
“Virage Introduces Media Management System-Breakthrough Video Cataloging and Media Asset Management Solution”, Gale Group Trade & Industry DB (c) 2005 The Gale Group, 09727260 Supplier No. 19752608, 3 pages, Business Wire, p. 9150135, Sep. 15, 1997. |
Gauvain et al., “Transcribing broadcast news for audio and video indexing”, Communications of the ACM, vol. 43, No. 2, pp. 64-70, Feb. 2000. |
Perey, Christine, “A card catalog for your multimedia; Repurpose your video assets to save money or make new revenue”, Network World, p. 71, Sep. 10, 2001, four pages. |
Gustavson, Ron, “Sorting Through Digital Asset Management”(Industry Overview, Tape-Disc Business, vol. 15, No. 9, p. 22, Sep. 2001, three pages. |
Yoshida, Junko, “MPEG-7 vote to trigger hunt for killer apps (Technology Information)”, Electronic Engineering Times, p. 1, Aug. 13, 2001. |
Gilmer, Brad, “Media asset management”, Broadcast Engineering, vol. 44, No. 7, p. 34, Jul. 2002, 3 pages. |
Fuller, Chuck, “Virage Developer Program Overview”, Developer Relations, Virage. Mar. 2002; nine pages. |
Datasheet, “VideoLogger Automate Video Encoding and Indexing”, Virage, 2003. |
Foote, J. “An Overview of Audio Information Retrieval” Multimedia Systems, ACM, New York, NY, US, vol. 7, No. 1, Jan. 1999 (Jan. 1999), pp. 2-10, XP002221393 ISSN:0942-4962 p. 7, line 22-p. 8, line 4; figures 3. |
Google Print, About Google Print (Beta) (http://web.archive.org/web/20041012082109/http://print.google.com/), Oct. 12, 2004, 1-7. |
A9, “7 Reasons to Use A9.com” (http://web.archive.org/web/20040417170253/http://a9.com/) Apr. 17, 2004, 1-3. |
Technology Briefing, “Technology Briefing | Internet: Google Begins Book-Excerpt Technology”, http://query.nytimes.com/gst/fullpage.html?res=9C05E2D9173BF934A35753C1A9629C8B63&fta=y), Oct. 7, 2004, 1-2. |
Price, “Amazon Debuts new Book Search Tool” (http://searchenginewatch.com/showPage.html?page=3098831), Oct. 27, 2003, 1-2. |
Number | Date | Country | |
---|---|---|---|
20170351756 A1 | Dec 2017 | US |
Number | Date | Country | |
---|---|---|---|
60949389 | Jul 2007 | US |
Number | Date | Country | |
---|---|---|---|
Parent | 15373046 | Dec 2016 | US |
Child | 15686782 | US | |
Parent | 14950054 | Nov 2015 | US |
Child | 15373046 | US | |
Parent | 14330719 | Jul 2014 | US |
Child | 14950054 | US | |
Parent | 12167831 | Jul 2008 | US |
Child | 14330719 | US |