KR20170067517A - Method and apparatus for processing fingerprint - Google Patents
Method and apparatus for processing fingerprint Download PDFInfo
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- KR20170067517A KR20170067517A KR1020150174260A KR20150174260A KR20170067517A KR 20170067517 A KR20170067517 A KR 20170067517A KR 1020150174260 A KR1020150174260 A KR 1020150174260A KR 20150174260 A KR20150174260 A KR 20150174260A KR 20170067517 A KR20170067517 A KR 20170067517A
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- fingerprint
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- G06F17/30743—
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- G06F17/30778—
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04H—BROADCAST COMMUNICATION
- H04H60/00—Arrangements for broadcast applications with a direct linking to broadcast information or broadcast space-time; Broadcast-related systems
- H04H60/68—Systems specially adapted for using specific information, e.g. geographical or meteorological information
- H04H60/73—Systems specially adapted for using specific information, e.g. geographical or meteorological information using meta-information
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
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- Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
Abstract
A fingerprint processing method and a fingerprint processing apparatus are disclosed. The disclosed fingerprint processing method includes extracting fingerprints from an audio signal, determining metadata and broadcast information corresponding to each of the fingerprints, and determining confidence for each fingerprint with each fingerprint and a meta Data and broadcast information, selects a fingerprint having the highest reliability among the fingerprints, and if the reliability of the selected fingerprint is greater than a predetermined reference reliability, extracting the audio signal from the metadata corresponding to the selected fingerprint And determines content information.
Description
The following description relates to a fingerprint processing method and a fingerprint processing apparatus, and more particularly, to a fingerprint processing method and a fingerprint processing apparatus which include a fingerprint extracted from an audio signal and metadata and broadcast information corresponding to the fingerprint, And more particularly, to a method and system for identifying content.
The audio fingerprinting technique is a technique for correlating a fingerprint, which is a unique characteristic extracted from an audio signal, with audio metadata. In the registration step, the audio fingerprinting technique hash codes the registered fingerprint extracted from the registered audio signal and stores it in the database together with the metadata. In the retrieval step, the metadata corresponding to the registration fingerprint matching the retrieval fingerprint extracted from the audio signal received at the user terminal is output.
The present invention provides a method and an apparatus for improving the accuracy of content information of an audio signal by determining reliability of each fingerprint by applying hypothesis test to metadata and broadcast information corresponding to the fingerprint and the fingerprint .
The present invention preliminarily selects a predetermined number of fingerprints among the fingerprints extracted from the audio signal and preferentially processes the selected fingerprints, thereby reducing the time required for the fingerprint processing, Content information can be provided to the user.
A method of fingerprint processing in accordance with an embodiment includes extracting fingerprints from an audio signal; Determining metadata and broadcast information corresponding to each of the fingerprints; Determining reliability for each of the fingerprints using metadata and broadcast information corresponding to each fingerprint and a corresponding fingerprint; Selecting a fingerprint having the highest reliability among the fingerprints; And determining content information of the audio signal from the metadata corresponding to the selected fingerprint if the reliability of the selected fingerprint is greater than a predetermined reference reliability.
In the fingerprint processing method according to an embodiment, the step of determining reliability for each of the fingerprints may include applying hypothesis testing to each of the fingerprints and metadata corresponding to the fingerprints and the broadcast information Thereby determining the reliability for each of the fingerprints.
The step of determining the content information in the fingerprint processing method according to an exemplary embodiment of the present invention includes the steps of: determining identification information of the content included in the meta data and reproduction information of the content; The content information may be determined to include at least one of the content information.
In the fingerprint processing method according to an exemplary embodiment, the broadcast information may include additional information on the content.
In the fingerprint processing method according to an exemplary embodiment, the broadcast information may include at least one of information on a content broadcast time, information on a content broadcast location, information on a content genre, information on a content broadcast station, information on a content configuration, And information about the information about the user.
In the fingerprint processing method according to an embodiment, the metadata may include at least one of identification information on the content and reproduction information on the content.
A method of fingerprinting according to an embodiment includes comparing the extracted fingerprints and reference fingerprints stored in a database to determine a matching level of each of the extracted fingerprints; And selecting a predetermined number of fingerprints according to a magnitude order of the matching level, wherein the determining metadata and broadcast information comprises: determining metadata and broadcast information corresponding to each of the selected fingerprints, Information can be determined.
In the fingerprint processing method according to an exemplary embodiment, when the reliability of the selected fingerprint is equal to or less than a predetermined reference reliability, the step of selecting the predetermined number of fingerprints includes: A predetermined number of fingerprints can be selected according to the magnitude order of the matching level.
The fingerprint processing method according to an embodiment is characterized in that when the reliability of the selected fingerprint is equal to or smaller than a predetermined reference reliability and there are no fingerprints remaining except for the predetermined fingerprints, And outputting a message indicating that it has failed.
In the fingerprint processing method according to an exemplary embodiment, the fingerprints may include information capable of uniquely identifying contents included in the audio signal.
A fingerprint processing apparatus according to an embodiment includes a receiver for receiving an audio signal; And a processor for extracting and processing fingerprints that can uniquely identify the content included in the audio signal from the audio signal, wherein the processor determines the metadata and broadcast information corresponding to each of the fingerprints Determining reliability for each of the fingerprints by applying hypothesis testing to each fingerprint and metadata and broadcast information corresponding to the fingerprint, and determining reliability of each of the fingerprints, And determines content information of the audio signal from the metadata corresponding to the selected fingerprint if the reliability of the selected fingerprint is greater than a predetermined reference reliability.
In the fingerprint processing apparatus according to an exemplary embodiment, the processor may include at least one of identification information on content included in the metadata, playback information on the content, and external information acquired from an external server using the metadata The content information may be determined.
In the fingerprint processing apparatus according to an exemplary embodiment, the broadcast information may include additional information on the content.
In the fingerprint processing apparatus according to an exemplary embodiment, the broadcast information includes at least one of information on a content broadcast time, information on a content broadcast location, information on a content genre, information on a content broadcast station, information on a content configuration, And information about the information about the user.
In the fingerprint processing apparatus according to an exemplary embodiment, the metadata may include at least one of identification information on the content and reproduction information on the content.
In the fingerprint processing apparatus according to the embodiment, the processor compares the extracted fingerprints and the reference fingerprints stored in the database to determine a matching level of each of the extracted fingerprints, A predetermined number of fingerprints may be selected according to the selected fingerprints, and metadata and broadcast information corresponding to each of the selected fingerprints may be determined.
If the reliability of the selected fingerprint in the fingerprint processing apparatus according to the embodiment is smaller than the predetermined reference reliability, the processor may determine whether the predetermined fingerprint is included in the predetermined fingerprint, The number of fingerprints can be selected.
According to an embodiment of the present invention, the reliability of each fingerprint is determined by applying hypothesis testing to metadata and broadcast information corresponding to the fingerprint and the fingerprint, thereby improving the accuracy of the content information of the audio signal .
According to an embodiment of the present invention, a predetermined number of fingerprints are preferentially selected from the fingerprints extracted from the audio signal, and the preferential processing is performed on the selected fingerprints to obtain the time required for the fingerprint processing And provide content information to the user in a short time.
1 is a diagram illustrating a fingerprint processing apparatus according to an embodiment.
2 is a diagram illustrating a fingerprint processing method according to an embodiment.
FIG. 3 is a diagram for explaining a process of selecting a predetermined number of fingerprints among extracted fingerprints according to an embodiment.
4 is a diagram for explaining the operation of the fingerprint processing apparatus according to whether or not the reliability of the fingerprint selected according to an embodiment is larger than a predetermined reference reliability.
5 is a diagram showing an example of determining content information.
6 is a diagram illustrating a fingerprint processing apparatus according to another embodiment.
7 is a diagram illustrating a fingerprint extracting unit according to an embodiment.
Specific structural or functional descriptions of embodiments are set forth for illustration purposes only and may be embodied with various changes and modifications. Accordingly, the embodiments are not intended to be limited to the particular forms disclosed, and the scope of the disclosure includes changes, equivalents, or alternatives included in the technical idea.
The terms first or second, etc. may be used to describe various elements, but such terms should be interpreted solely for the purpose of distinguishing one element from another. For example, the first component may be referred to as a second component, and similarly, the second component may also be referred to as a first component.
It is to be understood that when an element is referred to as being "connected" to another element, it may be directly connected or connected to the other element, although other elements may be present in between.
The singular expressions include plural expressions unless the context clearly dictates otherwise. In this specification, the terms "comprises ", or" having ", and the like, are used to specify one or more of the described features, numbers, steps, operations, elements, But do not preclude the presence or addition of steps, operations, elements, parts, or combinations thereof.
Unless otherwise defined, all terms used herein, including technical or scientific terms, have the same meaning as commonly understood by one of ordinary skill in the art. Terms such as those defined in commonly used dictionaries are to be interpreted as having a meaning consistent with the meaning of the context in the relevant art and, unless explicitly defined herein, are to be interpreted as ideal or overly formal Do not.
The embodiments described below can be used to identify content contained in an audio signal by processing fingerprints extracted from the audio signal. Embodiments may be implemented in various forms of products such as personal computers, laptop computers, tablet computers, smart phones, televisions, smart home appliances, intelligent cars, wearable devices, and the like. For example, the embodiments can be applied to identify contents included in an audio signal reproduced in a smart phone, a mobile device, a smart home system, or the like. Hereinafter, embodiments will be described in detail with reference to the accompanying drawings. Like reference symbols in the drawings denote like elements.
1 is a diagram illustrating a fingerprint processing apparatus according to an embodiment.
Referring to FIG. 1, a
The
The
The fingerprint is used to identify the content included in the audio signal, and may include information that can uniquely identify the content. Unlike a water mark technique that inserts a unique identifier into an audio signal within a range that is not perceived by the human eye or ear, the fingerprint technique allows a unique characteristic inherent in the audio signal So that the contents included in the audio signal can be identified. Information on the identified content can be output as content information.
The
2 is a diagram illustrating a fingerprint processing method according to an embodiment.
The fingerprint processing method according to an embodiment may be performed by a processor included in the fingerprint processing apparatus.
In
The fingerprint processing apparatus can extract a plurality of feature points existing on a spectrogram of an audio signal as a fingerprint. The spectrogram is a two-dimensional visualization of the characteristics of an audio signal. The x-axis of the spectrogram represents time, and the y-axis represents frequency. The fingerprint processing apparatus includes a plurality of feature points present on the spectrogram as (1) frequency information of a reference point corresponding to each feature point, time information, and (2) frequency difference information indicating a relative position difference between reference points corresponding to the feature points And time difference information to determine the fingerprint. For example, when one feature point is located at an upward direction of 50 Hz from the reference point of 0.04 seconds, 0.023 seconds, and the rightward direction of 0.723 seconds, the fingerprint processing apparatus calculates frequency information of the reference point at 400 Hz, time information of 0.042 seconds, , The fingerprint can be determined and extracted based on the rightward direction of the time difference information 0.723 seconds.
In
The fingerprint processing device may extract metadata corresponding to each of the fingerprints from the metadata database. The metadata may be indexed information of the fingerprint itself, and may include at least one of identification information on the content and reproduction information on the content. For example, the metadata may include at least one of information on a content title and information on a period in which the content is recently played back.
The metadata may be mapped to a reference fingerprint extracted from the reference audio signal and stored in the metadata database. A plurality of metadata and a plurality of reference fingerprints may be respectively mapped and stored in the metadata database.
The fingerprint processing apparatus compares the extracted fingerprint with a reference fingerprint to determine a reference fingerprint matching the extracted fingerprint, and stores the metadata mapped to the determined reference fingerprint as metadata corresponding to the extracted fingerprint You can decide. If there is no reference fingerprint matching the extracted fingerprint, the fingerprint processor may determine a reference fingerprint that is most similar to the extracted fingerprint, and match the metadata mapped to the determined reference fingerprint to the extracted fingerprint As shown in FIG.
The fingerprint processing device may extract the broadcast information corresponding to each of the fingerprints from the broadcast information database. The broadcast information may include additional information about the content. For example, the broadcast information may include at least one of information on a content broadcast time, information on a content broadcast location, information on a content genre, information on a content broadcast station, information on content configuration, and information on content content rating .
The broadcast information may be mapped to a reference fingerprint extracted from the reference audio signal and stored in the broadcast information database. In the broadcast information database, a plurality of broadcast information and a plurality of reference fingerprints may be mapped and stored, respectively.
The fingerprint processing apparatus compares the extracted fingerprint with a reference fingerprint to determine a reference fingerprint matching the extracted fingerprint, and broadcasts information mapped to the determined reference fingerprint as broadcast information corresponding to the extracted fingerprint You can decide. If there is no reference fingerprint that matches the extracted fingerprint, the fingerprint processor may determine a reference fingerprint that is most similar to the extracted fingerprint, and match the broadcast information mapped to the determined reference fingerprint to the extracted fingerprint It is possible to extract the broadcast information.
The fingerprint processing device may comprise a fingerprint, metadata corresponding to the fingerprint, and broadcast information as a hypothesis set. A more detailed description of the hypothesis set will be described later with reference to FIG.
In
The fingerprints extracted from the received audio signal may include fingerprints from which noise included in the audio signal is extracted. In order to prevent an error in which content information is determined from metadata corresponding to an incorrect fingerprint, the fingerprint processing apparatus considers both the fingerprint and the metadata corresponding to the fingerprint and the broadcast information together to determine the reliability of the fingerprint It is necessary to calculate.
For example, the fingerprint processing apparatus can confirm the broadcast time point of the content from the broadcast information, and can determine the reliability of the fingerprint as the closer the broadcast time point of the confirmed broadcast time point to when the audio signal is received. The user is highly likely to perform a fingerprint search on the content he / she is currently viewing or recently viewed, so that the fingerprint processing apparatus can determine the reliability of the fingerprint in consideration of such matters through the broadcast information.
Also, the fingerprint processing apparatus can confirm the content broadcasting place from the broadcast information, and can determine the reliability of the fingerprint as the closer the location of the confirmed broadcasting station is to the place where the audio signal is received. Since a user residing in Korea is more likely to watch a drama broadcast in Korea than a drama broadcasted in Turkey, the fingerprint processing apparatus can determine the reliability of the fingerprint in consideration of such matters through broadcasting information.
In
In
When the reliability of the selected fingerprint is greater than the predetermined reference reliability, the fingerprint processing device can determine that the selected fingerprint is reliable. The fingerprint processing apparatus determines the content information to include at least one of identification information on the content included in the metadata corresponding to the selected fingerprint and external information obtained from the external server using the playback information and metadata of the content .
For example, the fingerprint processing apparatus can determine the content by determining the "drama name" and "episode #" included in the metadata so that the user can identify the content. Alternatively, the fingerprint processing apparatus determines the content information as the "Drama name", "Episode #", and "The last time the user watched" included in the meta data, So that it can be watched subsequently. Alternatively, the fingerprint processing apparatus can determine the content of the "TV program broadcast time" obtained from the external server using the metadata, thereby providing the user with the time for the identified content to be broadcast on the TV.
The operation of the fingerprint processing apparatus when the reliability of the selected fingerprint is lower than the predetermined reference reliability will be described later with reference to FIG.
FIG. 3 is a diagram for explaining a process of selecting a predetermined number of fingerprints among extracted fingerprints according to an embodiment.
In
For example, when a reference fingerprint matching the extracted fingerprint exists in the metadata database, the fingerprint processing apparatus can determine the matching level of the extracted fingerprint as a maximum value. On the other hand, if there is no reference fingerprint matching the extracted fingerprint, the fingerprint processing device can determine the matching level according to the similarity between the extracted fingerprint and the reference fingerprint most similar to the extracted fingerprint.
In
And, at
4 is a diagram for explaining the operation of the fingerprint processing apparatus according to whether or not the reliability of the fingerprint selected according to an embodiment is larger than a predetermined reference reliability.
In
If the confidence of the selected fingerprint is greater than the predetermined reference confidence, then at
Conversely, if the reliability of the selected fingerprint is equal to or lower than the predetermined reference reliability, at
If there are remaining fingerprints other than the pre-selected fingerprints, then at
Conversely, if there is no remaining fingerprint except for the predetermined fingerprints, then at
5 is a diagram showing an example of determining content information.
Referring to Figure 5, N hypothesis sets are shown. The fingerprints included in each of the hypothesis sets are extracted from the received audio signal and each hypothesis set may include an incorrect fingerprint due to the noise included in the audio signal. Thus, the fingerprint processing apparatus determines the reliability of the corresponding fingerprint using the fingerprint, the metadata, and the broadcast information included in each hypothesis set, thereby determining the content information from the metadata corresponding to the incorrect fingerprint .
For example, the confidence of fingerprint 1 included in hypothesis set 1 can be determined by applying a hypothesis test to fingerprint 1, metadata 1, and broadcast information 1. Likewise, the reliability of fingerprint 2 included in hypothesis set 2 can be determined by applying hypothesis testing to fingerprint 2, metadata 2, and broadcast information 2. The reliability for the remaining fingerprints can also be determined in the same manner.
If the reliability for the fingerprint 2 is the highest among the fingerprints shown in FIG. 5, the fingerprint processing device determines whether or not the reliability for the fingerprint 2 is higher than a predetermined reference reliability. If the reliability for the fingerprint 2 is higher than the predetermined reference reliability, the fingerprint processing device can determine the content information from the metadata 2.
Conversely, when the reliability for the fingerprint 2 is equal to or lower than the predetermined reference reliability, the fingerprint processing apparatus can newly generate N hypothesis sets by selecting N among the fingerprints except for the predetermined fingerprint have. Then, the fingerprint processing apparatus can repeat the above-described process to determine content information.
6 is a diagram illustrating a fingerprint processing apparatus according to another embodiment.
Referring to FIG. 6, the
The
The
The operation of the
7 is a diagram illustrating a fingerprint extracting unit according to an embodiment.
7, the
The
The framing
The
The
The
The
The embodiments described above may be implemented in hardware components, software components, and / or a combination of hardware components and software components. For example, the devices, methods, and components described in the embodiments may be implemented within a computer system, such as, for example, a processor, a controller, an arithmetic logic unit (ALU), a digital signal processor, such as an array, a programmable logic unit (PLU), a microprocessor, or any other device capable of executing and responding to instructions. The processing device may execute an operating system (OS) and one or more software applications running on the operating system. The processing device may also access, store, manipulate, process, and generate data in response to execution of the software. For ease of understanding, the processing apparatus may be described as being used singly, but those skilled in the art will recognize that the processing apparatus may have a plurality of processing elements and / As shown in FIG. For example, the processing unit may comprise a plurality of processors or one processor and one controller. Other processing configurations are also possible, such as a parallel processor.
The software may include a computer program, code, instructions, or a combination of one or more of the foregoing, and may be configured to configure the processing device to operate as desired or to process it collectively or collectively Device can be commanded. The software and / or data may be in the form of any type of machine, component, physical device, virtual equipment, computer storage media, or device , Or may be permanently or temporarily embodied in a transmitted signal wave. The software may be distributed over a networked computer system and stored or executed in a distributed manner. The software and data may be stored on one or more computer readable recording media.
The method according to an embodiment may be implemented in the form of a program command that can be executed through various computer means and recorded in a computer-readable medium. The computer-readable medium may include program instructions, data files, data structures, and the like, alone or in combination. The program instructions to be recorded on the medium may be those specially designed and configured for the embodiments or may be available to those skilled in the art of computer software. Examples of computer-readable media include magnetic media such as hard disks, floppy disks and magnetic tape; optical media such as CD-ROMs and DVDs; magnetic media such as floppy disks; Magneto-optical media, and hardware devices specifically configured to store and execute program instructions such as ROM, RAM, flash memory, and the like. Examples of program instructions include machine language code such as those produced by a compiler, as well as high-level language code that can be executed by a computer using an interpreter or the like. The hardware devices described above may be configured to operate as one or more software modules to perform the operations of the embodiments, and vice versa.
Although the embodiments have been described with reference to the drawings, various technical modifications and variations may be applied to those skilled in the art. For example, it is to be understood that the techniques described may be performed in a different order than the described methods, and / or that components of the described systems, structures, devices, circuits, Lt; / RTI > or equivalents, even if it is replaced or replaced.
100: fingerprint processing device
110: receiver
120: Processor
Claims (17)
Determining metadata and broadcast information corresponding to each of the fingerprints;
Determining reliability for each of the fingerprints using metadata and broadcast information corresponding to each fingerprint and a corresponding fingerprint;
Selecting a fingerprint having the highest reliability among the fingerprints; And
Determining content information of the audio signal from metadata corresponding to the selected fingerprint if the confidence of the selected fingerprint is greater than a predetermined reference confidence
/ RTI >
Wherein determining confidence for each of the fingerprints comprises:
Wherein confidence for each of the fingerprints is determined by applying hypothesis testing to each fingerprint and metadata and broadcast information corresponding to the fingerprint.
Wherein the step of determining the content information comprises:
Wherein the content information is determined to include at least one of identification information on content included in the metadata, playback information on the content, and external information acquired from an external server using the metadata.
The broadcast information includes:
And additional information about the content.
The broadcast information includes:
Wherein the information includes at least one of information on a content broadcast time, information on a content broadcast location, information on a content genre, information on a content broadcast station, information on content configuration, and information on content content rating.
The metadata includes:
The identification information for the content, and the reproduction information for the content.
Comparing the extracted fingerprints and reference fingerprints stored in a database to determine a matching level of each of the extracted fingerprints; And
Selecting a predetermined number of fingerprints according to the magnitude order of the matching level
Further comprising:
Wherein the step of determining the metadata and the broadcast information comprises:
And determining metadata and broadcast information corresponding to each of the selected fingerprints.
Wherein if the reliability of the selected fingerprint is equal to or less than a predetermined reference reliability, the step of selecting the predetermined number of fingerprints comprises:
Wherein a predetermined number of fingerprints are selected in accordance with a magnitude order of matching levels among fingerprints other than predetermined fingerprints.
Outputting a message indicating that the fingerprint search for the audio signal has failed if the reliability of the selected fingerprint is equal to or smaller than a predetermined reference reliability and there are no fingerprints other than the predetermined fingerprints
Further comprising the steps of:
The fingerprints,
And information that can uniquely identify the content included in the audio signal.
A processor for extracting and processing fingerprints that can uniquely identify the content included in the audio signal from the audio signal,
Lt; / RTI >
The processor comprising:
Determining metadata and broadcast information corresponding to each of the fingerprints,
Determining reliability for each of the fingerprints by applying hypothesis testing to each fingerprint and metadata and broadcast information corresponding to the fingerprint,
Selects a fingerprint having the highest reliability among the fingerprints,
Determining the content information of the audio signal from the metadata corresponding to the selected fingerprint if the reliability of the selected fingerprint is greater than a predetermined reference reliability
A fingerprint processing device.
The processor comprising:
And determines the content information to include at least one of identification information on the content included in the meta data, playback information on the content, and external information acquired from an external server using the meta data.
The broadcast information includes:
And further information about the content.
The broadcast information includes:
Wherein the content information includes at least one of information on a content broadcast time, information on a content broadcast location, information on a content genre, information on a content broadcast station, information on content configuration, and information on content content rating.
The metadata includes:
Identification information on the content, and reproduction information on the content.
The processor comprising:
Comparing the extracted fingerprints and reference fingerprints stored in a database to determine a matching level of each of the extracted fingerprints,
A predetermined number of fingerprints are selected according to the magnitude order of the matching level,
And determines metadata and broadcast information corresponding to each of the selected fingerprints.
If the reliability of the selected fingerprint is less than a predetermined reference reliability,
And selects a predetermined number of fingerprints in accordance with the magnitude order of the matching level among the fingerprints excluding the predetermined fingerprints.
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KR1020150174260A KR20170067517A (en) | 2015-12-08 | 2015-12-08 | Method and apparatus for processing fingerprint |
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KR1020150174260A KR20170067517A (en) | 2015-12-08 | 2015-12-08 | Method and apparatus for processing fingerprint |
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KR20170067517A true KR20170067517A (en) | 2017-06-16 |
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2020252341A1 (en) * | 2019-06-13 | 2020-12-17 | The Nielsen Company (Us), Llc | Source classification using hdmi audio metadata |
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2015
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Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2020252341A1 (en) * | 2019-06-13 | 2020-12-17 | The Nielsen Company (Us), Llc | Source classification using hdmi audio metadata |
US11410680B2 (en) | 2019-06-13 | 2022-08-09 | The Nielsen Company (Us), Llc | Source classification using HDMI audio metadata |
US11907287B2 (en) | 2019-06-13 | 2024-02-20 | The Nielsen Company (Us), Llc | Source classification using HDMI audio metadata |
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