• Journal of Terahertz Science and Electronic Information Technology
  • Vol. 18, Issue 2, 291 (2020)
WANG Ting, HE Xiaohai*, SUN Weiheng, XIONG Shuhua, and Karn Pradeep
Author Affiliations
  • [in Chinese]
  • show less
    DOI: 10.11805/tkyda2019065 Cite this Article
    WANG Ting, HE Xiaohai, SUN Weiheng, XIONG Shuhua, Karn Pradeep. Improved HEVC intra coding compression algorithm combined with convolutional neural network[J]. Journal of Terahertz Science and Electronic Information Technology , 2020, 18(2): 291 Copy Citation Text show less
    References

    [1] SULLIVAN G J,OHM J,HAN W,et al. Overview of the High Efficiency Video Coding (HEVC) standard[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2012,22(12):1649- 1668.

         SULLIVAN G J,OHM J,HAN W,et al. Overview of the High Efficiency Video Coding (HEVC) standard[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2012,22(12):1649-

         1668.

         SULLIVAN G J,OHM J,HAN W,et al. Overview of the High Efficiency Video Coding (HEVC) standard[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2012,22(12):1649- 1668.

    [2] CHEN H G,HE X H,MA M L,et al. Low bit rates image compression via adaptive block down-sampling and super resolution[J]. Journal of Electronic Imaging, 2016,25(1):013004.

         CHEN H G,HE X H,MA M L,et al. Low bit rates image compression via adaptive block down-sampling and super resolution[J]. Journal of Electronic Imaging, 2016,25(1):013004.

         CHEN H G,HE X H,MA M L,et al. Low bit rates image compression via adaptive block down-sampling and super resolution[J]. Journal of Electronic Imaging, 2016,25(1):013004.

    [3] DONG J,YE Y. Adaptive down-sampling for high-definition video coding[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2014,24(3):480-488.

         DONG J,YE Y. Adaptive down-sampling for high-definition video coding[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2014,24(3):480-488.

         DONG J,YE Y. Adaptive down-sampling for high-definition video coding[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2014,24(3):480-488.

    [4] LI C,SONG L,XIE R,et al. CNN based post-processing to improve HEVC[C]// 2017 IEEE International Conference on Image Processing. Beijing,China:IEEE, 2017:4577-4580.

         LI C,SONG L,XIE R,et al. CNN based post-processing to improve HEVC[C]// 2017 IEEE International Conference on Image Processing. Beijing,China:IEEE, 2017:4577-4580.

         LI C,SONG L,XIE R,et al. CNN based post-processing to improve HEVC[C]// 2017 IEEE International Conference on Image Processing. Beijing,China:IEEE, 2017:4577-4580.

    [5] YANG R,XU M,WANG Z L,et al. Multi-frame quality enhancement for compressed video[C]// 2018 IEEE Conference on Computer Vision and Pattern Recognition. Salt Lake City,UT,USA:IEEE,

         YANG R,XU M,WANG Z L,et al. Multi-frame quality enhancement for compressed video[C]// 2018 IEEE Conference on Computer Vision and Pattern Recognition. Salt Lake City,UT,USA:IEEE, 2018:6664-6673.

         YANG R,XU M,WANG Z L,et al. Multi-frame quality enhancement for compressed video[C]// 2018 IEEE Conference on Computer Vision and Pattern Recognition. Salt Lake City,UT,USA:IEEE, 2018:6664-6673.

         2018:6664-6673.

    [6] LI X Q,HE X H,QING L B,et al. Research on compression performance of ultrahigh-definition videos[J]. Journal of Electronic Imaging, 2017,26(6):063008.

         LI X Q,HE X H,QING L B,et al. Research on compression performance of ultrahigh-definition videos[J]. Journal of Electronic Imaging, 2017,26(6):063008.

         LI X Q,HE X H,QING L B,et al. Research on compression performance of ultrahigh-definition videos[J]. Journal of Electronic Imaging, 2017,26(6):063008.

    [7] TAO W,JIANG F,ZHANG S P,et al. An end-to-end compression framework based on convolutional neural networks[C]// 2017 Data Compression Conference. Snowbird,UT,USA:IEEE, 2017:463.

         TAO W,JIANG F,ZHANG S P,et al. An end-to-end compression framework based on convolutional neural networks[C]// 2017 Data Compression Conference. Snowbird,UT,USA:IEEE, 2017:463.

         TAO W,JIANG F,ZHANG S P,et al. An end-to-end compression framework based on convolutional neural networks[C]// 2017 Data Compression Conference. Snowbird,UT,USA:IEEE, 2017:463.

    [8] YANG R,XU M,LIU T,et al. Enhancing quality for HEVC compressed videos[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019,29(7):2039-2054.

         YANG R,XU M,LIU T,et al. Enhancing quality for HEVC compressed videos[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019,29(7):2039-2054.

         YANG R,XU M,LIU T,et al. Enhancing quality for HEVC compressed videos[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019,29(7):2039-2054.

    [9] CHRISTIAN S,LIU W,JIA Y Q,et al. Going deeper with convolutions[C]// 2015 IEEE Conference on Computer Vision and Pattern Recognition. Boston,MA,USA:IEEE, 2015:1–9.

         CHRISTIAN S,LIU W,JIA Y Q,et al. Going deeper with convolutions[C]// 2015 IEEE Conference on Computer Vision and Pattern Recognition. Boston,MA,USA:IEEE, 2015:1–9.

         CHRISTIAN S,LIU W,JIA Y Q,et al. Going deeper with convolutions[C]// 2015 IEEE Conference on Computer Vision and Pattern Recognition. Boston,MA,USA:IEEE, 2015:1–9.

    [10] HE K M,ZHANG X Y,REN S Q,et al. Identity mappings in deep residual networks[C]// 2016 European Conference on Computer Vision. Amsterdam,Netherland:IEEE, 2016:630–645.

         HE K M,ZHANG X Y,REN S Q,et al. Identity mappings in deep residual networks[C]// 2016 European Conference on Computer Vision. Amsterdam,Netherland:IEEE, 2016:630–645.

         HE K M,ZHANG X Y,REN S Q,et al. Identity mappings in deep residual networks[C]// 2016 European Conference on Computer Vision. Amsterdam,Netherland:IEEE, 2016:630–645.

    [11] ARBELAEZ P,MAIRE M,FOWLKES C,et al. Contour detection and hierarchical image segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011,33(5):898-916.

         ARBELAEZ P,MAIRE M,FOWLKES C,et al. Contour detection and hierarchical image segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011,33(5):898-916.

         ARBELAEZ P,MAIRE M,FOWLKES C,et al. Contour detection and hierarchical image segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011,33(5):898-916.

    [12] LEE Y W,KIM J H,CHOI Y J,et al. CNN-based approach for visual quality improvement on HEVC[C]// 2018 IEEE International Conference on Consumer Electronics. Las Vegas,NV,USA:IEEE,

         LEE Y W,KIM J H,CHOI Y J,et al. CNN-based approach for visual quality improvement on HEVC[C]// 2018 IEEE International Conference on Consumer Electronics. Las Vegas,NV,USA:IEEE, 2018:1-3.

         2018:1-3.

         LEE Y W,KIM J H,CHOI Y J,et al. CNN-based approach for visual quality improvement on HEVC[C]// 2018 IEEE International Conference on Consumer Electronics. Las Vegas,NV,USA:IEEE, 2018:1-3.

    [13] 2014:675–678.

         JIA Y Q,SHELHAMER E,DONAHUE J,et al. Caffe: convolutional architecture for fast feature embedding[C]// 2014 ACM International Conference on Multimedia. Orlando,Florida,USA:ACM,

         JIA Y Q,SHELHAMER E,DONAHUE J,et al. Caffe: convolutional architecture for fast feature embedding[C]// 2014 ACM International Conference on Multimedia. Orlando,Florida,USA:ACM, 2014:675–678.

         JIA Y Q,SHELHAMER E,DONAHUE J,et al. Caffe: convolutional architecture for fast feature embedding[C]// 2014 ACM International Conference on Multimedia. Orlando,Florida,USA:ACM, 2014:675–678.

    [14] KINGMA D P,BA J L. Adam: a method for stochastic optimization[C]// 2015 International Conference for Learning Representations. San Diego,CA,USA:[s.n.], 2015:1-15.

         KINGMA D P,BA J L. Adam: a method for stochastic optimization[C]// 2015 International Conference for Learning Representations. San Diego,CA,USA:[s.n.], 2015:1-15.

         KINGMA D P,BA J L. Adam: a method for stochastic optimization[C]// 2015 International Conference for Learning Representations. San Diego,CA,USA:[s.n.], 2015:1-15.

    [15] KIM J,LEE J K,LEE K M. Accurate image super-resolution using very deep convolutional networks[C]// 2016 IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas,NV,USA:IEEE, 2016:1646-1654.

         KIM J,LEE J K,LEE K M. Accurate image super-resolution using very deep convolutional networks[C]// 2016 IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas,NV,USA:IEEE, 2016:1646-1654.

         KIM J,LEE J K,LEE K M. Accurate image super-resolution using very deep convolutional networks[C]// 2016 IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas,NV,USA:IEEE, 2016:1646-1654.

    WANG Ting, HE Xiaohai, SUN Weiheng, XIONG Shuhua, Karn Pradeep. Improved HEVC intra coding compression algorithm combined with convolutional neural network[J]. Journal of Terahertz Science and Electronic Information Technology , 2020, 18(2): 291
    Download Citation