Video Fingerprinting
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Video fingerprinting or video hashing are a class of dimension reduction techniques in which a system identifies, extracts, and then summarizes characteristic components of a
video Video is an electronic medium for the recording, copying, playback, broadcasting, and display of moving visual media. Video was first developed for mechanical television systems, which were quickly replaced by cathode-ray tube (CRT) syste ...
as a unique or a set of multiple perceptual hashes, enabling that video to be uniquely identified. This technology has proven to be effective at searching and comparing video files.


History and process

Video fingerprinting was first developed into practical use by
Philips Koninklijke Philips N.V. (), commonly shortened to Philips, is a Dutch multinational conglomerate corporation that was founded in Eindhoven in 1891. Since 1997, it has been mostly headquartered in Amsterdam, though the Benelux headquarters i ...
in 2002.Oostveen, J., Kalker, T., & Haitsma, J. (2002, March). Feature extraction and a database strategy for video fingerprinting. In ''International Conference on Advances in Visual Information Systems'' (pp. 117-128). Springer, Berlin, Heidelberg. Different methods exist for video fingerprinting. Van Oostveen relied on changes in patterns of image intensity over successive video frames. This makes the video fingerprinting robust against limited changes in color - or the transformation of color into gray scale of the original video. Others have tried to reduce the size of the fingerprint by only looking around shot changes. Video fingerprinting does not rely on any addition to the video stream. A video fingerprint cannot be ''removed'', because it is not ''added''. In addition, a reference video fingerprint can be created at any point, from any copy of the video.Content Control: Digital Watermarking and Fingerprinting
/ref>


Compared to digital watermarking

Video fingerprinting should not be confused with
digital watermarking A digital watermark is a kind of marker covertly embedded in a noise-tolerant signal such as audio, video or image data. It is typically used to identify ownership of the copyright of such signal. "Watermarking" is the process of hiding digital inf ...
, which relies on inserting identifying features into the content and therefore changing the content. Some watermarks can be inserted in a way that they are imperceptible by a viewer. A robust watermark can be difficult to detect and remove, but removal of invisible watermarks is a significant weakness. Since watermarks must be inserted into the video, they only identify copies of the particular video made after that point in time. For example, if a watermark is inserted at broadcast it cannot be used to identify copies of the video made before the broadcast. Watermarks offer some advantages over fingerprinting. A unique watermark can be added to the content at any stage in the distribution process, and multiple independent watermarks can be inserted into the same video content. This can be particularly useful in tracing the history of a copy of a video. Detecting watermarks in a video can indicate the source of an unauthorized copy. While video fingerprinting systems must search a potentially large database of reference fingerprints, a watermark detection system only has to do the computation to detect the watermark. This computation can be significant, and when multiple watermark keys must be tested, then watermarking can fail to scale to the volumes required by commercial applications such as user generated video services.


Applications


Rights management and distribution tracking

Video fingerprinting is of interest in the
Digital Rights Management Digital rights management (DRM) is the management of legal access to digital content. Various tools or technological protection measures (TPM) such as access control technologies can restrict the use of proprietary hardware and copyrighted works. ...
(DRM) area, particularly regarding the distribution of unauthorized content on the Internet. Video fingerprinting systems enable content providers (''e.g.'',
film studios A film studio (also known as movie studio or simply studio) is a major entertainment company or motion picture company that has its own privately owned studio facility or facilities that are used to make films, which is handled by the productio ...
) or publishers (''e.g.'',
user-generated content User-generated content (UGC), alternatively known as user-created content (UCC), is any form of content, such as images, videos, text, testimonials, and audio, that has been posted by users on online platforms such as social media, discussion f ...
(UGC) sites) to determine if any of the publisher's files contain content registered with the fingerprint service. If registered content is detected, the publisher can take the appropriate action – remove it from the site, monetize it, add correct attribution, etc. Video fingerprinting may be used for broadcast monitoring (''e.g.'', advertisement monitoring, news monitoring) and general
media monitoring Media monitoring is the activity of monitoring the output of the print, online and broadcast media. It is based on analyzing a diverse range of media platforms in order to identify trends that can be used for a variety of reasons such as political, ...
. Broadcast monitoring solutions can inform content providers and content owners with playlists of when and where their video content has been used. A typical application is described in this Video Fingerprinting Use Case for Television Productions and Broadcasters. From a content provider's point of view, both video and audio fingerprinting need to be used in most applications. Consider the online publication of "
mash-ups Mashup may refer to: * Mashup (culture), the rearrangement of spliced parts of musical pieces as part of a subculture * Mashup (education), combining various forms of data and media by a teacher or student in an instructional setting * Mashup (mus ...
". Mash-ups can consist of content from several sources that are compiled together and set to a unique audio track. Since the audio track is different from the original version, the copyrighted material in these mash-ups would go undetected using only audio fingerprinting techniques. In other cases, mash-ups consist of the soundtrack from a commercial video source, like a movie, used with a different video stream. In this case, a video fingerprint would not match, but an audio fingerprint would. When the audio and video streams are not from the same masterwork, the question of
fair use Fair use is a doctrine in United States law that permits limited use of copyrighted material without having to first acquire permission from the copyright holder. Fair use is one of the limitations to copyright intended to balance the interests ...
may arise. This discrepancy has real applications in the global online community in terms of
film distribution Film distribution (also known as Film exhibition or Film distribution and exhibition) is the process of making a movie available for viewing by an audience. This is normally the task of a professional film distributor, who would determine the marke ...
. Films shown in countries other than their country of origin are often dubbed into other languages. This change in audio renders the films virtually unrecognizable by audio fingerprinting technologies unless copies of all known versions have been fingerprinted. Employing video fingerprinting, however, enables the content owner to fingerprint just once and have each subsequent version remain recognizable. If the customer wishes to know which language soundtrack is present on a particular video, then an audio fingerprint must be used. Another use is for companies to track the leak of confidential recordings or videos, or for celebrities to track the presence on the Internet of unauthorized videos (for instance, videos of themselves taken by amateurs using a camcorder or a mobile phone).


Interactive media

Video fingerprinting applied to
smart TV A smart TV, also known as a connected TV (CTV), is a traditional television set with integrated Internet and interactive Web 2.0 features, which allows users to stream music and videos, browse the internet, and view photos. Smart TVs are a techno ...
is enabling an emerging category of
interactive television Interactive television is a form of media convergence, adding data services to traditional television technology. It has included on-demand delivery of content, online shopping, and viewer polls. Interactive TV is an example of how new information ...
applications. Television devices integrated with real-time fingerprinting software can automatically recognize the video content on-screen in order to enable interactive features and applications on top of the programming. Entrepreneur
Mark Cuban Mark Cuban (born July 31, 1958) is an American billionaire entrepreneur, television personality, and media proprietor whose net worth is an estimated $4.8 billion, according to ''Forbes'', and ranked No. 177 on the 2020 ''Forbes'' 400 list ...
has made investments to leverage this technology to create interactive features for his cable networks
HDNet AXS TV is an American cable television channel. Majority-owned by Anthem Sports & Entertainment, it is devoted primarily to music-related programming (such as concert films, documentaries, and reality series involving musicians) and combat sport ...
and its successor AXS.Mark Cuban flings funding at Flingo - CNET
/ref> Video fingerprints can also be used to create content-aware video advertising. As one implementation, if a video service provider distributes content that contains a nationally broadcast TV commercial, a localized overlay of text/graphics may be performed on the national commercial. This way, the national commercial will have a local overlay of information specific to that commercial. For example, if the national commercial contains a 15-second spot for a Ford Explorer SUV, through the fingerprint technology, local operators may put an overlay of local dealership information – phone number, promotion, etc. – over the 15-second commercial, creating a localized commercial for the SUV that appears to be targeted only at the local audience.


Criminal investigation

Video fingerprinting is also used by authorities to track the distribution of illegal content such as
happy slapping Happy slapping was a fad originating in the United Kingdom around 2005, in which one or more people attack a victim for the purpose of recording the assault (commonly with a camera phone or a smartphone). Though the term usually refers to relativ ...
, terrorist, and
child sexual abuse Child sexual abuse (CSA), also called child molestation, is a form of child abuse in which an adult or older adolescent uses a child for sexual stimulation. Forms of child sexual abuse include engaging in sexual activities with a child (whet ...
related videos. In 2008 the Dutch company Ziuz, together with the
Dutch Police National Police Corps ( nl, Korps Nationale Politie), colloquially in English as Dutch National Police or National Police Force, is divided in ten regional units, a central unit, the police academy, police services center, and national control ...
, TNO and
University of Amsterdam The University of Amsterdam (abbreviated as UvA, nl, Universiteit van Amsterdam) is a public research university located in Amsterdam, Netherlands. The UvA is one of two large, publicly funded research universities in the city, the other being ...
developed video fingerprinting for detecting child sexual abuse related videos. In April 2014 the British company Friend MTS Ltd. donated its video fingerprinting technology (known as F1) to the
International Centre for Missing & Exploited Children The International Centre for Missing & Exploited Children (ICMEC), headquartered in Alexandria, Virginia, with a regional presence in Brazil, Singapore, and Australia, is a private 501(c)(3) non-governmental, nonprofit global organization. It com ...
(ICMEC) to help increase the efficiency of
child pornography Child pornography (also called CP, child sexual abuse material, CSAM, child porn, or kiddie porn) is pornography that unlawfully exploits children for sexual stimulation. It may be produced with the direct involvement or sexual assault of a chi ...
investigations, and to halt the continued sharing of similar files over the internet. ICMEC distributes the technology to law enforcement agencies,
software provider A software publisher is a publishing company in the software industry between the developer and the distributor. In some companies, two or all three of these roles may be combined (and indeed, may reside in a single person, especially in the case ...
s, and
online service provider An online service provider (OSP) can, for example, be an Internet service provider, an email provider, a news provider (press), an entertainment provider (music, movies), a search engine, an e-commerce site, an online banking site, a health site, ...
s to hinder the spread of such material.


See also

*
Acoustic fingerprint An acoustic fingerprint is a condensed digital summary, a fingerprint, deterministically generated from an audio signal, that can be used to identify an audio sample or quickly locate similar items in an audio database. Practical uses of aco ...
*
Perceptual hashing Perceptual hashing is the use of a fingerprinting algorithm that produces a snippet, hash, or fingerprint of various forms of multimedia. A perceptual hash is a type of locality-sensitive hash, which is analogous if features of the multimedia ar ...
*
Video content analysis Video content analysis or video content analytics (VCA), also known as video analysis or video analytics (VA), is the capability of automatically analyzing video to detect and determine temporal and spatial events. This technical capability is used ...
*
Video copy detection Video copy detection is the process of detecting illegally copied videos by analyzing them and comparing them to original content. The goal of this process is to protect a video creator's intellectual property. History Indyk et al. produced a ...


References

{{reflist Applications of computer vision Digital rights management Forensic techniques Video processing Fingerprinting algorithms