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Light Weight Video Fingerprints
for Video Playback Verification in
MPEG DASH
Zhu Li and Imed Bouazizi
Multimedia Standards Research
Samsung Research America
Samsung Multimedia Standards Research 1
Outline
• Motivation
• Ads Playback Verification
• Light Video Fingerprint for Verification
• Simulation Results
• Conclusion & Future Work
Samsung Multimedia Standards Research p.2
MPEG DASH System
• MPEG DASH Video System
– Client “pull” based solution
– HTTP Server with minimum intelligence on the server side
• MPD – Media Presentation Description
Samsung Multimedia Standards Research 3
Ads in MPEG DASH
• Ads in DASH
– Pre-spliced into the content
– Period based Ads segments
• DASH is an open and client driven system, how to verify that
ads are actually played out at the client ?
– Create content period/segment serving dependence at the server
Samsung Multimedia Standards Research p.4
Playback Verification in DASH
• Introduce a playback verification server
– Client playback the content, will compute a fingerprints
and send to the server for verification
Samsung Multimedia Standards Research p.5
Challenges
• The fingerprint extraction and verification should
have minimum computational complexity for the
client and verification server, such that the solution is
scalable.
• The communication overhead of fingerprints should
be very small
• Invariant to different rates of the ads period
• Should have very high True Positive Rate (TPR)
• The False Positive Rate (FPR) should be very low
Samsung Multimedia Standards Research p.6
Eigen Appearance Trajectory
• Motivated by the Eigenface work, bring video
sequences to the Eigen appearance space
Samsung Multimedia Standards Research p.7
X =
fk
xk
A
Differential Eigen-Appearance Signature
• Ads sequences are typically of high activities,
• The differentials of the Eigenappearance trajectories
captures a very useful signature for verificaiton
Samsung Multimedia Standards Research p.8
Fingerprints Verification
• Distance metric between two m-frame fingerprints
• Verification by thresholding on d(dx1, dx2)
– Rejecting different sequences, whileccommodating rates variations
Samsung Multimedia Standards Research p.9
Noise suppression
• Ads sequences usually have many cuts
• Differential signature value at cuts are noisy, remove
by,
Samsung Multimedia Standards Research p.10
Simulation Setup
• Data Set:
– 4000 ads clips of durations 15s, 30s and 60s
– Simulating 3 DASH streaming rates: 480, 640, and 800kbps
– 100+ hours of distraction video data sets from youtube,
TRECVID, coded at various rates between 300kbps to 1mbps
• Probes set up, for each test ads sequence,
– Positive probes: lower rates sequence probing
800kbps
– Negative probes: randomly select 10 sequences from
the distraction set
Samsung Multimedia Standards Research p.11
Simulation Results
• Signature Computing:
– 1-d signature from 6-dim Eigen Appearance space
– Approximately 200bits/sec for 25fps sequence, regardless
of its frame size and bit rate, very small overhead
• Computation complexity
– At client, less than 0.5% of ffmpeg decoding
– At verification server, O(m), very small
Samsung Multimedia Standards Research p.12
Simulation Results
• Accuracy
– For 100% TPR, i.e, no positive probes are rejected, the
FPRs are,
Samsung Multimedia Standards Research p.13
Conclusion & Future Work
• Conclusion
– Introduced a DASH video playback verification system and
protocol
– Developed a light weight, robust video fingerprints for
video playback verification, the performance in accuracy is
good, while at minimum computation and communication
overhead
• In the future,
– develop a binarized fingerprints for even faster verification
– Automatic token hash generation
Samsung Multimedia Standards Research p.14
Q&A
• Questions….
Thanks/Gracias
Samsung Multimedia Standards Research p.15

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Light Weight Fingerprinting for Video Playback Verification in MPEG DASH

  • 1. Light Weight Video Fingerprints for Video Playback Verification in MPEG DASH Zhu Li and Imed Bouazizi Multimedia Standards Research Samsung Research America Samsung Multimedia Standards Research 1
  • 2. Outline • Motivation • Ads Playback Verification • Light Video Fingerprint for Verification • Simulation Results • Conclusion & Future Work Samsung Multimedia Standards Research p.2
  • 3. MPEG DASH System • MPEG DASH Video System – Client “pull” based solution – HTTP Server with minimum intelligence on the server side • MPD – Media Presentation Description Samsung Multimedia Standards Research 3
  • 4. Ads in MPEG DASH • Ads in DASH – Pre-spliced into the content – Period based Ads segments • DASH is an open and client driven system, how to verify that ads are actually played out at the client ? – Create content period/segment serving dependence at the server Samsung Multimedia Standards Research p.4
  • 5. Playback Verification in DASH • Introduce a playback verification server – Client playback the content, will compute a fingerprints and send to the server for verification Samsung Multimedia Standards Research p.5
  • 6. Challenges • The fingerprint extraction and verification should have minimum computational complexity for the client and verification server, such that the solution is scalable. • The communication overhead of fingerprints should be very small • Invariant to different rates of the ads period • Should have very high True Positive Rate (TPR) • The False Positive Rate (FPR) should be very low Samsung Multimedia Standards Research p.6
  • 7. Eigen Appearance Trajectory • Motivated by the Eigenface work, bring video sequences to the Eigen appearance space Samsung Multimedia Standards Research p.7 X = fk xk A
  • 8. Differential Eigen-Appearance Signature • Ads sequences are typically of high activities, • The differentials of the Eigenappearance trajectories captures a very useful signature for verificaiton Samsung Multimedia Standards Research p.8
  • 9. Fingerprints Verification • Distance metric between two m-frame fingerprints • Verification by thresholding on d(dx1, dx2) – Rejecting different sequences, whileccommodating rates variations Samsung Multimedia Standards Research p.9
  • 10. Noise suppression • Ads sequences usually have many cuts • Differential signature value at cuts are noisy, remove by, Samsung Multimedia Standards Research p.10
  • 11. Simulation Setup • Data Set: – 4000 ads clips of durations 15s, 30s and 60s – Simulating 3 DASH streaming rates: 480, 640, and 800kbps – 100+ hours of distraction video data sets from youtube, TRECVID, coded at various rates between 300kbps to 1mbps • Probes set up, for each test ads sequence, – Positive probes: lower rates sequence probing 800kbps – Negative probes: randomly select 10 sequences from the distraction set Samsung Multimedia Standards Research p.11
  • 12. Simulation Results • Signature Computing: – 1-d signature from 6-dim Eigen Appearance space – Approximately 200bits/sec for 25fps sequence, regardless of its frame size and bit rate, very small overhead • Computation complexity – At client, less than 0.5% of ffmpeg decoding – At verification server, O(m), very small Samsung Multimedia Standards Research p.12
  • 13. Simulation Results • Accuracy – For 100% TPR, i.e, no positive probes are rejected, the FPRs are, Samsung Multimedia Standards Research p.13
  • 14. Conclusion & Future Work • Conclusion – Introduced a DASH video playback verification system and protocol – Developed a light weight, robust video fingerprints for video playback verification, the performance in accuracy is good, while at minimum computation and communication overhead • In the future, – develop a binarized fingerprints for even faster verification – Automatic token hash generation Samsung Multimedia Standards Research p.14