CLASSIFIED PATCH LEARNING FOR SPATIALLY SCALABLE VIDEO CODING

被引:1
|
作者
Sun, Xiaoyan
Wu, Feng
机构
关键词
Scalable video coding; spatially scalable; inter layer correlation; classified patch learning;
D O I
10.1109/ICIP.2009.5414455
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an advanced spatially scalable video coding approach that exploits the inter layer correlation between different resolution layers by classified patch learning. The novelty of our proposed scheme is twofold. First, the correlation between low and high resolution frames is explored at patch level with regard to image features. Patches extracted from the previous coded frame are classified into structural and textural sets according to the gradient information. Then the inter layer correlation is separately studied for the two sets, resulting in two databases containing pairs of patches at different resolutions. Second, our proposed patch-based compensation manages to simultaneously exploit the spatial and temporal redundancies without overhead bit for motion. Based on the two databases, a high resolution prediction is derived from the current low resolution reconstruction at structural and textural regions, respectively. Experimental results show that our proposed approach improves the performance of H.264/MPEG spatially scalable coding up to 1.9dB and significantly enhances the subjective quality, especially at low bit rates.
引用
收藏
页码:2301 / 2304
页数:4
相关论文
共 50 条
  • [1] Spatially Scalable Video Coding For HEVC
    Shi, Zhongbo
    Sun, Xiaoyan
    Wu, Feng
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2012, 22 (12) : 1813 - 1826
  • [2] An improved pyramid for spatially scalable video coding
    Flierl, M
    Vandergheynst, P
    [J]. 2005 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), VOLS 1-5, 2005, : 2349 - 2352
  • [3] Wavelet based scalable video coding with spatially scalable motion vectors
    Zhang, HP
    Bossen, F
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2003, PTS 1-3, 2003, 5150 : 141 - 150
  • [4] LSSVC: A Learned Spatially Scalable Video Coding Scheme
    Bian, Yifan
    Sheng, Xihua
    Li, Li
    Liu, Dong
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 33 : 3314 - 3327
  • [5] Fine-granularity spatially scalable video coding
    Wang, Q
    Wu, F
    Li, SP
    Zhong, YH
    Zhang, YQ
    [J]. 2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING - VOL IV: SIGNAL PROCESSING FOR COMMUNICATIONS; VOL V: SIGNAL PROCESSING EDUCATION SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO & ELECTROACOUSTICS; VOL VI: SIGNAL PROCESSING THEORY & METHODS STUDENT FORUM, 2001, : 1801 - 1804
  • [6] Spatially scalable video coding with in-band prediction
    Jin, X
    Sun, XY
    Wu, F
    Zhu, GX
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2005, PTS 1-4, 2005, 5960 : 221 - 229
  • [7] Rate Distortion Analysis for Spatially Scalable Video Coding
    Zhang, Rong
    Comer, Mary L.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (11) : 2947 - 2957
  • [8] Rate-Allocation for Spatially Scalable Video Coding
    Peng, Guan-Ju
    Hwang, Wen-Liang
    Chen, Sao-Jie
    [J]. PROCEEDINGS OF THE 7TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA 2011), 2011, : 367 - 372
  • [9] Subband motion compensation for spatially scalable video coding
    Zhang, Rong
    Comer, Mary L.
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2007, PTS 1 AND 2, 2007, 6508
  • [10] Spatially scalable video coding with in-band prediction
    Mayer, C
    Albert, S
    [J]. IMAGE AND VIDEO COMMUNICATIONS AND PROCESSING 2003, PTS 1 AND 2, 2003, 5022 : 973 - 983