Efficient Block Matching Motion Estimation Using Variable-Size Blocks and Predictive Tools

被引:0
|
作者
Mirjalili, Milad [1 ]
Mousavinia, Amir [2 ]
机构
[1] K N Toosi Univ Technol, Dept Elect Engn, Tehran, Iran
[2] K N Toosi Univ Technol, Dept Comp Engn, Tehran, Iran
关键词
Variable-size block matching; Adaptive block matching motion estimation; Video compression; Motion estimation; Peak signal-to-noise ratio (PSNR); PARTIAL DISTORTION SEARCH; ESTIMATION ALGORITHM; VIDEO COMPRESSION; PATTERN;
D O I
10.1007/s00034-024-02790-3
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 research paper, we introduce an adaptive block-matching motion estimation algorithm to improve the accuracy and efficiency of motion estimation (ME). First, we present a block generation system that creates blocks of varying sizes based on the detected motion location. Second, we incorporate predictive tools such as early termination and variable window size to optimize our block-matching algorithm. Furthermore, we propose two distinct search patterns to achieve maximum quality and efficiency. We evaluated the proposed algorithms on 20 videos and compared the results with known algorithms, including the full search algorithm (FSA), which is a benchmark for ME accuracy. Our proposed quality-based algorithm shows an improvement of 0.27 dB in peak signal-to-noise ratio (PSNR) on average for reconstructed frames compared to FSA, along with a reduction of 71.66% in searched blocks. Similarly, our proposed efficiency-based method results in a 0.07 dB increase in PSNR and a 97.93% reduction in searched blocks compared to FSA. These findings suggest that our proposed method has the potential to improve the performance of ME in video coding.
引用
收藏
页码:7224 / 7248
页数:25
相关论文
共 50 条
  • [1] Quadtree-structured variable-size block-matching motion estimation with minimal error
    Rhee, I
    Martin, GR
    Muthukrishnan, S
    Packwood, RA
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2000, 10 (01) : 42 - 50
  • [2] An improved variable-size block-matching algorithm
    Haifeng Wang
    Qingshan Liu
    Hanqing Lu
    Multimedia Tools and Applications, 2007, 34 : 221 - 237
  • [3] An improved variable-size block-matching algorithm
    Wang, Haifeng
    Liu, Qingshan
    Lu, Hanqing
    MULTIMEDIA TOOLS AND APPLICATIONS, 2007, 34 (02) : 221 - 237
  • [4] A Fast and Efficient Predictive Block Matching Motion Estimation
    Reddy, V. S. Kumar
    Sengupta, Somnath
    Madhaveelatha, Y.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (12): : 233 - 239
  • [5] New windowing techniques for variable-size block motion compensation
    Zhang, J
    Ahmad, MO
    Swamy, MNS
    IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 1998, 145 (06): : 399 - 407
  • [6] Constrained growing based variable size block motion estimation
    Wang, Z
    Lin, N
    Wang, GX
    2004 INTERNATIONAL CONFERENCE ON COMMUNICATION, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS - VOL 2: SIGNAL PROCESSING, CIRCUITS AND SYSTEMS, 2004, : 910 - 913
  • [7] Variable size block matching motion estimation with minimal error
    Martin, GR
    Packwood, RA
    Rhee, I
    DIGITAL VIDEO COMPRESSION: ALGORITHMS AND TECHNOLOGIES 1996, 1996, 2668 : 324 - 333
  • [8] Motion estimation using variable size block matching with cross square search pattern
    Senbagavalli, G.
    Manjunath, R.
    SN APPLIED SCIENCES, 2020, 2 (08):
  • [9] Motion estimation using variable size block matching with cross square search pattern
    G. Senbagavalli
    R. Manjunath
    SN Applied Sciences, 2020, 2
  • [10] An improved variable-size block-matching algorithm with minimal error
    Wang, HF
    Lu, HQ
    Liu, QS
    Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 837 - 840