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The Future of Media Technologies

                                              Karlheinz Brandenburg
                             Technische Universität Ilmenau, Institut für Medientechnik
                                Fraunhofer Institut für Digitale Medientechnologie
                                                  September, 2007


Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 1
Overview
                                                       • Old dreams, new reality

                                                       • Scenarios of media use
                                                           – The “home stereo” of tomorrow

                                                       • To DRM or not to DRM ?

                                                       • Rich Media Management

                                                       • Conclusions




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 2
What is going on in consumer electronics ?
                                                      • Digital TV
                                                         – Still not in the majority of homes

                                                      • Internet Audio
                                                          – On all computers, 40% of people us it
                                                          – For Christmas, mp3 players are on the top spot
                                                            of childrens wish lists ☺

                                                      • Music from all around
                                                         – There is serious competition for radio

                                                      • DVD Audio / SACD
                                                         – Where are they ?
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 3
What is happening to the „old media“ ?

                                                       • For the first time in 50 years: the average time
                                                         young people spent in front of the TV screen is
                                                         decreasing

                                                       • Radio looses a substantial amount of listeners,
                                                         especially among young people

                                                       • People spend more money on computer games

                                                       • Record companies and Hollywood studios
                                                         complain about less business

Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 4
Global trends: Quantity leads to paradigm changes
                                                       • The number of TV programs:
                                                          –1
                                                          –5
                                                          – 35
                                                          – 300
                                                          – 3000

                                                       • How do I find my favorite program ?

                                                       • EPGs, web sites, communities, Podcasts

                                                       • Example: MusicMatch Radio: Radio or not ?
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 5
Global trends: Global reach for special interests
                                                       • Special interests find their
                                                          – Web sites
                                                          – Music
                                                          – Video
                                                          – Discussion place on the Web

                                                       • Just 100 people can establish a well organised
                                                         global group

                                                       • Blogs, fora, chat rooms, cooperative computer
                                                         games create virtual worlds


Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 6
New equipment (this was never sold)




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 7
Where are my multimedia data ?
                                                       • Physically stored in my home (CD, DVD)

                                                       • On my home server

                                                       • On my PDA or mobile phone

                                                       • Detached on the net

                                                       • Just recreated from metadata whenever I need
                                                         them




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 8
Examples: The future home stereo setup


(really ?? ☺)




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 9
The home stereo of tommorow:
                                                       • Remembers my music:
                                                          – Each CD gets ripped just when I play it
                                                       • Helps to search for my favorite music
                                                          – “query by humming”
                                                          – Look for certain genres
                                                          – Searches the Internet
                                                          – Where can I listen to / buy this music ?
                                                       • Helps to assemble my favorite music playlist
                                                          – What is similar, but new ?
                                                          – “please play my favorite music for this time of the
                                                            day”


Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 10
To DRM or not to DRM ☺
                                                       • Ideas for protected media content have been
                                                         around since the mid 90s

                                                       • Early systems lacked sophistication

                                                       • SDMI
                                                          – Initiated by the music industry
                                                          – Work on requirements for DRM systems
                                                          – Success or failure ?

                                                       • Current systems:
                                                          – Windows DRM
                                                          – Fairplay
                                                          – OMA 1.0, 2.0
                                                          – Music distribution without DRM
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 11
Requirements for successful applications:

                                                       • Ease of use:
                                                          – work everywhere, on all equipment
                                                            = interoperability

                                                       • Add value:
                                                          – digital is more than just the same product
                                                            add-on text / pictures / video / special sale etc.

                                                       • Make illegal use more difficult
                                                          – enough copy protection to make piracy a
                                                            conscious decision


Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 12
Basic Building Blocks and Concepts
                                                       • Secure envelope

                                                       • Scrambling / encryption

                                                       • Robust embedding of data (watermarking)

                                                       • Authentication
                                                          – User authentication
                                                          – “Bind to”, authenticate content

                                                       • Secure Authenticated Channel

                                                       • Super Distribution
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 13
User expectations
                                                       • For personal use, music (on Redbook CD) can be
                                                           – moved (from home stereo to the car)
                                                           – copied (for example to tape)
                                                           – shared between family members
                                                           – lent to my best friend
                                                       • All compliant CDs used to play on all equipment
                                                         with the same physical form factor
                                                         (interoperability)

                                                       • Current technology (mp3) allows all of the
                                                         above
                                                       • Secure Electronic Music Distribution (EMD) has
                                                         to meet these expectations
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 14
PotatoSystem – Alternative Approach to Music Distribution
        • Innovative and flexible alternative for artists and labels to sell music
          using MP3
        • Applies neither copy protection nor DRM
        • Customers can super-distribute the purchased music via their
          websites and receive a commission
        • Provides many useful features:
                     – Accounting with collecting societies
                     – Individual design of online musicshops
                     – Selling music on MySpace




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 15




                                                               4FriendsOnly.com
                                                               Internet Technologies AG
Selling with the PotatoSystem
        • Artists, labels or download portals provide their files on their own
          servers
        • They register the songs in the PotatoSystem (via web form or Excel
          file upload)
        • They are free in choosing price and currency
        • The PotatoSystem provides an applicable iFrame for each registered
          file or album

          Revenue splitting
                                                               43% – 78%
                                                               Proportion for original suppliers (labels, artists and
                                                               portals) depending on resellers level
                                                               5% – 35%
                                                               Commissions for resellers (depending on reseller
                                                               level)
                                                               17%
                                                               Transaction costs (payment, licence fees)
                                                               5%
                                                               PotatoSystem
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 16




                                                                      4FriendsOnly.com
                                                                      Internet Technologies AG
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 17
Rich Media Management
                                                               Multimodal metadata retrieval
                                                                • Context-based metadata creation
                                                                  (User, Usage)
                                                                • Content-based metadata creation
                                                                  (Rhythm, Genre, Mood, Harmony, .. )
                                                               Storage of feature vectors and textual
                                                               metadata
                                                               Machine learning
                                                               (Clustering, context adaptation,..)
                                                               Supports content-based/semantic queries
                                                               Allows for a lot of new services &
                                                               applications
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 18
How to gather metadata ?
                                                               – Expert knowledge, deploying the public,
       Sources
                                                                 metadata services (CDDB, FreeDB)
                                                               – Context-derived, collaborative filtering


                                                               – Automated extraction of relevant features
     Content-derived
                                                                 from the content data
                                                               – Find clusters in the high-dimensional
                                                                 feature space that represent semantic
                                                                 properties or similarities


                                                               – Efficient algorithms (   »embedded«)
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 19
Multimedia Information Retrieval – available technologies
       Recognition,                                            – AV-recognition (AudioID, PhotoID, VideoID)
       Similarity                                              – AV-similarity (Soundslike, PhotoID)
                                                               – Song-segmentation


        Semantic Analysis                                      – Genre classifikation (GenreID), Speech-/Music
                                                                 discrimination
                                                               – Dominant melody transcription, Query by Humming
                                                                 (QbH)
                                                               – Bass transcription
                                                               – Tempo-, beat determination
                                                               – Drum pattern transcription
                                                               – Harmony transcription
                                                               – Face-, object detection & identification
                                                               – (Lead-) instrument recognition
                                                               – Singer detection and characterization

Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 20
AudioID




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 21
AudioID – the basic idea




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 22
Query by Humming
at Saturn-Markt,
München




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 23
MIR-Technologies – Music Segmentation
                                                     • Inner-song similarities / dissimilarities based on a set
                                                       of low-level audio features
                                                     • Measure of innovation
                                                     • Segment classification (verse, chorus)


                                                               Intelligent navigation within songs
                                                     • Retrieval of most significant part of a song
                                                       (“audio-thumbnail”)
                                                     • Basis for a deeper semantic analysis of the segments
                                                       (lead instrument, vocals, etc. )




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 24
AudioID – Sonos: Modeling Perceptual Music Similarities
         Holistic                                    • Each song represents just one single class
                                                     • Use distance metric from a holistic feature space (e.g.
        vs.                                            euclidian distance)   too simple!
        Modular                                      • Each song exhibits certain semantic properties (aspects)
        classification
                                                     • Measure the aspect qualities and build an aspect-profile
        approach
                                                     •      Translate audio content into the semantic space
                                                     Select aspects according to their perceptual relevancy
                                                                                             objective
                                                                      subjective

                                                                                    • genre affiliation
                                                         • mood: happy vs. sad
                                                                                    • drums vs. no drums
                                                         • aggressive vs.
                                                                                    • singer vs. no singer
                                                         calmative
                                                         • slow vs. fast
Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de          Page 25
Conclusions                                           • The age of digital media has just started

                                                       • Signal processing brings us a lot of new
                                                         possibilities for future home multimedia devices

                                                       • Searching and recommendation are crucial
                                                         applications for tommorow‘s media
                                                         architectures

                                                       • For distribution of media: win your consumers
                                                         with reasons why to buy




Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de   Page 26

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The Future of Digital Media - Prof. K.H. Brandenburg - Media In Transition 2007

  • 1. The Future of Media Technologies Karlheinz Brandenburg Technische Universität Ilmenau, Institut für Medientechnik Fraunhofer Institut für Digitale Medientechnologie September, 2007 Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 1
  • 2. Overview • Old dreams, new reality • Scenarios of media use – The “home stereo” of tomorrow • To DRM or not to DRM ? • Rich Media Management • Conclusions Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 2
  • 3. What is going on in consumer electronics ? • Digital TV – Still not in the majority of homes • Internet Audio – On all computers, 40% of people us it – For Christmas, mp3 players are on the top spot of childrens wish lists ☺ • Music from all around – There is serious competition for radio • DVD Audio / SACD – Where are they ? Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 3
  • 4. What is happening to the „old media“ ? • For the first time in 50 years: the average time young people spent in front of the TV screen is decreasing • Radio looses a substantial amount of listeners, especially among young people • People spend more money on computer games • Record companies and Hollywood studios complain about less business Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 4
  • 5. Global trends: Quantity leads to paradigm changes • The number of TV programs: –1 –5 – 35 – 300 – 3000 • How do I find my favorite program ? • EPGs, web sites, communities, Podcasts • Example: MusicMatch Radio: Radio or not ? Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 5
  • 6. Global trends: Global reach for special interests • Special interests find their – Web sites – Music – Video – Discussion place on the Web • Just 100 people can establish a well organised global group • Blogs, fora, chat rooms, cooperative computer games create virtual worlds Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 6
  • 7. New equipment (this was never sold) Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 7
  • 8. Where are my multimedia data ? • Physically stored in my home (CD, DVD) • On my home server • On my PDA or mobile phone • Detached on the net • Just recreated from metadata whenever I need them Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 8
  • 9. Examples: The future home stereo setup (really ?? ☺) Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 9
  • 10. The home stereo of tommorow: • Remembers my music: – Each CD gets ripped just when I play it • Helps to search for my favorite music – “query by humming” – Look for certain genres – Searches the Internet – Where can I listen to / buy this music ? • Helps to assemble my favorite music playlist – What is similar, but new ? – “please play my favorite music for this time of the day” Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 10
  • 11. To DRM or not to DRM ☺ • Ideas for protected media content have been around since the mid 90s • Early systems lacked sophistication • SDMI – Initiated by the music industry – Work on requirements for DRM systems – Success or failure ? • Current systems: – Windows DRM – Fairplay – OMA 1.0, 2.0 – Music distribution without DRM Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 11
  • 12. Requirements for successful applications: • Ease of use: – work everywhere, on all equipment = interoperability • Add value: – digital is more than just the same product add-on text / pictures / video / special sale etc. • Make illegal use more difficult – enough copy protection to make piracy a conscious decision Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 12
  • 13. Basic Building Blocks and Concepts • Secure envelope • Scrambling / encryption • Robust embedding of data (watermarking) • Authentication – User authentication – “Bind to”, authenticate content • Secure Authenticated Channel • Super Distribution Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 13
  • 14. User expectations • For personal use, music (on Redbook CD) can be – moved (from home stereo to the car) – copied (for example to tape) – shared between family members – lent to my best friend • All compliant CDs used to play on all equipment with the same physical form factor (interoperability) • Current technology (mp3) allows all of the above • Secure Electronic Music Distribution (EMD) has to meet these expectations Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 14
  • 15. PotatoSystem – Alternative Approach to Music Distribution • Innovative and flexible alternative for artists and labels to sell music using MP3 • Applies neither copy protection nor DRM • Customers can super-distribute the purchased music via their websites and receive a commission • Provides many useful features: – Accounting with collecting societies – Individual design of online musicshops – Selling music on MySpace Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 15 4FriendsOnly.com Internet Technologies AG
  • 16. Selling with the PotatoSystem • Artists, labels or download portals provide their files on their own servers • They register the songs in the PotatoSystem (via web form or Excel file upload) • They are free in choosing price and currency • The PotatoSystem provides an applicable iFrame for each registered file or album Revenue splitting 43% – 78% Proportion for original suppliers (labels, artists and portals) depending on resellers level 5% – 35% Commissions for resellers (depending on reseller level) 17% Transaction costs (payment, licence fees) 5% PotatoSystem Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 16 4FriendsOnly.com Internet Technologies AG
  • 17. Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 17
  • 18. Rich Media Management Multimodal metadata retrieval • Context-based metadata creation (User, Usage) • Content-based metadata creation (Rhythm, Genre, Mood, Harmony, .. ) Storage of feature vectors and textual metadata Machine learning (Clustering, context adaptation,..) Supports content-based/semantic queries Allows for a lot of new services & applications Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 18
  • 19. How to gather metadata ? – Expert knowledge, deploying the public, Sources metadata services (CDDB, FreeDB) – Context-derived, collaborative filtering – Automated extraction of relevant features Content-derived from the content data – Find clusters in the high-dimensional feature space that represent semantic properties or similarities – Efficient algorithms ( »embedded«) Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 19
  • 20. Multimedia Information Retrieval – available technologies Recognition, – AV-recognition (AudioID, PhotoID, VideoID) Similarity – AV-similarity (Soundslike, PhotoID) – Song-segmentation Semantic Analysis – Genre classifikation (GenreID), Speech-/Music discrimination – Dominant melody transcription, Query by Humming (QbH) – Bass transcription – Tempo-, beat determination – Drum pattern transcription – Harmony transcription – Face-, object detection & identification – (Lead-) instrument recognition – Singer detection and characterization Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 20
  • 21. AudioID Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 21
  • 22. AudioID – the basic idea Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 22
  • 23. Query by Humming at Saturn-Markt, München Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 23
  • 24. MIR-Technologies – Music Segmentation • Inner-song similarities / dissimilarities based on a set of low-level audio features • Measure of innovation • Segment classification (verse, chorus) Intelligent navigation within songs • Retrieval of most significant part of a song (“audio-thumbnail”) • Basis for a deeper semantic analysis of the segments (lead instrument, vocals, etc. ) Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 24
  • 25. AudioID – Sonos: Modeling Perceptual Music Similarities Holistic • Each song represents just one single class • Use distance metric from a holistic feature space (e.g. vs. euclidian distance) too simple! Modular • Each song exhibits certain semantic properties (aspects) classification • Measure the aspect qualities and build an aspect-profile approach • Translate audio content into the semantic space Select aspects according to their perceptual relevancy objective subjective • genre affiliation • mood: happy vs. sad • drums vs. no drums • aggressive vs. • singer vs. no singer calmative • slow vs. fast Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 25
  • 26. Conclusions • The age of digital media has just started • Signal processing brings us a lot of new possibilities for future home multimedia devices • Searching and recommendation are crucial applications for tommorow‘s media architectures • For distribution of media: win your consumers with reasons why to buy Prof. Karlheinz Brandenburg, bdg@iis.fraunhofer.de Page 26