Symmetric Line Graph Transforms for Inter Predictive Video Coding

被引:0
|
作者
Lu, Keng-Shih [1 ]
Ortega, Antonio [1 ]
机构
[1] Univ Southern Calif, Signal & Image Proc Inst, Los Angeles, CA 90089 USA
关键词
Transform coding; graph-based transform; bisymmetric matrix; fast algorithm; DISCRETE COSINE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we study graph-based transforms for inter predictive video coding. We are motivated by the fact that symmetries in the transform basis are very beneficial for computational efficiency. Based on this, we describe the relationship between bisymmetric matrices and the butterfly structure in fast transform algorithms. We introduce a new class of transforms called Symmetric Line Graph Transforms (SLGTs), of which the discrete cosine transform (DCT) is one particular case. As is well known in the case of the DCT, the bisymmetry property allows us to reduce the number of multiplications by half. We show that, beyond the DCT, useful SLGTs can be defined that have efficient implementation. We propose a specific SLGT that is shown to outperform the DCT for classes of inter residual blocks. While the proposed SLGT approaches the performance of a Karhunen Loeve Transform (KLT) at certain distortion levels, it has lower computation cost.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] GRAPH-BASED TRANSFORMS FOR INTER PREDICTED VIDEO CODING
    Egilmez, Hilmi E.
    Said, Amir
    Chao, Yung-Hsuan
    Ortega, Antonio
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 3992 - 3996
  • [2] GBST: SEPARABLE TRANSFORMS BASED ON LINE GRAPHS FOR PREDICTIVE VIDEO CODING
    Egilmez, Hilmi E.
    Chao, Yung-Hsuan
    Ortega, Antonio
    Lee, Bumshik
    Yea, Sehoon
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2016, : 2375 - 2379
  • [3] Graph-Based Transforms for Video Coding
    Egilmez, Hilmi E.
    Chao, Yung-Hsuan
    Ortega, Antonio
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 : 9330 - 9344
  • [4] GRAPH BASED TRANSFORMS FOR DEPTH VIDEO CODING
    Kim, Woo-Shik
    Narang, Sunil K.
    Ortega, Antonio
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 813 - 816
  • [5] INTER PREDICTION USING LAPPED TRANSFORMS FOR ADVANCED VIDEO CODING
    de Oliveira, Rafael Galvao
    Pesquet-Popescu, Beatrice
    Trocan, Maria
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,
  • [6] Graph Based Transforms based on Graph Neural Networks for Predictive Transform Coding
    Roy, Debaleena
    Guha, Tanaya
    Sanchez, Victor
    2021 DATA COMPRESSION CONFERENCE (DCC 2021), 2021, : 367 - 367
  • [7] PARAMETRIC GRAPH-BASED SEPARABLE TRANSFORMS FOR VIDEO CODING
    Egilmez, Hilmi E.
    Teke, Oguzhan
    Said, Amir
    Seregin, Vadim
    Karczewicz, Marta
    2020 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2020, : 1306 - 1310
  • [8] Predictive Patch Matching Method For Inter Frame Coding In Advanced Video Coding
    Talawar, Tejashwini
    Naik, N. Manja
    Parameshachari, B. D.
    Banu, Reshma
    Rajashekarappa
    2017 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, COMMUNICATION, COMPUTER, AND OPTIMIZATION TECHNIQUES (ICEECCOT), 2017, : 918 - 922
  • [9] Motion transforms for video coding
    Florencio, DAF
    Armitano, RM
    Schafer, RW
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL II, 1996, : 493 - 496
  • [10] Adaptive Transforms for Inter-Predicted Residuals in post-HEVC Video Coding
    Biatek, Thibaud
    Lorcy, Victorien
    Philippe, Pierrick
    2017 DATA COMPRESSION CONFERENCE (DCC), 2017, : 433 - 433