Skip to main content

Motion and Depth Assisted Workload Prediction for Parallel View Synthesis

  • Conference paper
  • First Online:

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9315))

Abstract

In this paper, a parallel system together with a real-time workload balancing algorithm is proposed for view synthesis on multi-core platforms. First, a numerical relationship between the number of holes after warping and the work-load of view synthesis is derived based on correlation analysis for the texture regions. Then, according to the difference between the adjacent depth maps, a novel model is proposed to predict the synthesis workload accurately. Experimental results show that the workload difference among cores is reduced obviously and higher speedup ratio is achieved with negligible quality degradation by applying the proposed workload balancing system.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  1. Tanimoto, M., Tehrani, M.P., Fujii, T., Yendo, T.: Free-Viewpoint TV. In: Signal Processing Magazine. IEEE, vol. 28, no. 3, pp. 67–76 (2011)

    Google Scholar 

  2. Tech, G., Wegner, K., Chen, Y., Yea, S.: 3D-HEVC test model 5. In: JCT-3 V Doc. JTC3 V-E1005, 5th Meeting, Vienna (2013)

    Google Scholar 

  3. Fehn, C.: A 3D-TV approach using depth-image-based rendering (DIBR). In: Proceedings of VIIP, Benalmádena, vol. 3, pp. 84–88 (2003)

    Google Scholar 

  4. Jung, J.I., Ho, Y.S.: Parallel view synthesis programming for free viewpoint television. In: 2012 IEEE International Conference on Signal Processing, Communication and Computing, Hongkong, pp. 88–91 (2012)

    Google Scholar 

  5. Shin, H.C., Kim, Y.J., Park, H., Park, J.I.: Fast view synthesis using GPU for 3D display. IEEE Trans. Consum. Electron. 54(4), 2068–2076 (2008)

    Article  Google Scholar 

  6. Sihn, K.H., Baik, H., Kim, J.T., Bae, S., Song, H.J.: Novel approaches to parallel H.264 decoder on symmetric multicore systems. In: IEEE International Conference on Acoustics, Speech and Signal Processing, Taipei, pp.2017–2020 (2009)

    Google Scholar 

  7. Pering, T., Burd, T., Brodersen, R.: The simulation and evaluation of dynamic voltage scaling algorithms. In: International Symposium on Low Power Electronics and Design, Monterey, pp. 76–81 (1998)

    Google Scholar 

  8. Jin, X., Goto, S.: Hilbert transform based workload prediction and dynamic frequency scaling for power efficient video encoding. IEEE Trans. CAD Integr. Circ. Syst. 31(5), 649–661 (2012)

    Article  Google Scholar 

  9. Sinha, A., Chandrakasan, A.P.: Dynamic voltage scheduling using adaptive filtering of workload traces. In: Fourteenth International Conference on VLSI Design, pp. 221–226. IEEE, Bangalore (2001)

    Google Scholar 

  10. Sung, Y.S., Hosik, S., Ju, J.Y., Man, R.Y.: Inter-view consistent hole filling in view extrapolation for multi-view image generation. In: IEEE International Conference on Image Processing, Paris, pp. 2883–2887 (2014)

    Google Scholar 

  11. View Synthesis Reference Software (VSRS 3.5) in Technical report ISO/IEC JTC1/SC29/WG11, Guangzhou (2010)

    Google Scholar 

  12. 3D Video Databse in Mobile 3DTV. http://sp.cs.tut.fi/mobile3dtv/stereo-video/

  13. MPEG-FTV Test Sequence. http://www.tanimoto.nuee.nagoyau.ac.jp/mpeg/

  14. Rusanovskyy, D., Müller, K., Vetro, A.: Common test conditions of 3DV core experiments. In: JCT-3 V Doc. JCT3 V-D1100, 4th meeting, Stockholm (2012)

    Google Scholar 

  15. Rodgers, D.P.: Improvements in multiprocessor system design. ACM SIGARCH Comput. Architect. News Arch. 13(3), 225–231 (1985)

    Article  Google Scholar 

Download references

Acknowledgment

This work was supported by project of NSFC 61371138, China.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xin Jin .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Liu, Z., Jin, X., Dai, Q. (2015). Motion and Depth Assisted Workload Prediction for Parallel View Synthesis. In: Ho, YS., Sang, J., Ro, Y., Kim, J., Wu, F. (eds) Advances in Multimedia Information Processing -- PCM 2015. PCM 2015. Lecture Notes in Computer Science(), vol 9315. Springer, Cham. https://doi.org/10.1007/978-3-319-24078-7_1

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-24078-7_1

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-24077-0

  • Online ISBN: 978-3-319-24078-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics