Fast Multi-Hypothesis Motion Compensated Filter for Video Denoising

被引:8
|
作者
Guo, Liwei [1 ]
Au, Oscar C. [2 ]
Ma, Mengyao [2 ]
Liang, Zhiqin [3 ]
机构
[1] Thomson Corp Res, Princeton, NJ 08540 USA
[2] Hong Kong Univ Sci & Technol, Dept Elect & Comp Engn, Hong Kong, Hong Kong, Peoples R China
[3] Harmonic Inc, Hong Kong, Hong Kong, Peoples R China
关键词
Motion compensation; Spatial filtering; Temporal filtering; White noise; Video signal processing; IMAGE SEQUENCES; WAVELET; SHRINKAGE; ALGORITHM;
D O I
10.1007/s11265-009-0365-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multi-Hypothesis motion compensated filter (MHMCF) utilizes a number of hypotheses (temporal predictions) to estimate the current pixel which is corrupted with noise. While showing remarkable denoising results, MHMCF is computationally intensive as full search is employed in the expectation of finding good temporal predictions in the presence of noise. In the frame of MHMCF, a fast denoising algorithm FMHMCF is proposed in this paper. With edge preserved low-pass prefiltering and noise-robust fast multihypothesis search, FMHMCF could find reliable hypotheses while checking very few search locations, so that the denoising process can be dramatically accelerated. Experimental results show that FMHMCF can be 10 to 14 times faster than MHMCF, while achieving the same or even better denoising performance with up to 1.93 dB PSNR (peak-signal-noise-ratio) improvement.
引用
收藏
页码:273 / 290
页数:18
相关论文
共 50 条
  • [1] Fast multi-hypothesis motion compensated filter for video denoising
    Guo, Liwei
    Au, Oscar C.
    Ma, Mengyao
    Liang, Zhiqin
    2007 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS, VOLS 1 AND 2, 2007, : 283 - +
  • [2] Fast Multi-Hypothesis Motion Compensated Filter for Video Denoising
    Liwei Guo
    Oscar C. Au
    Mengyao Ma
    Zhiqin Liang
    Journal of Signal Processing Systems, 2010, 60 : 273 - 290
  • [3] Error resilient video transmission with multi-hypothesis motion compensated prediction
    Kung, WY
    Kim, CS
    Kuo, CCJ
    MULTIMEDIA SYSTEMS AND APPLICATIONS VI, 2003, 5241 : 64 - 75
  • [4] Analysis of multi-hypothesis motion compensated prediction for robust video transmission
    Kung, WY
    Kim, CS
    Kuo, CCJ
    2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3, PROCEEDINGS, 2004, : 761 - 764
  • [5] AN EFFICIENT SCHEME OF MULTI-HYPOTHESIS MOTION COMPENSATED PREDICTION FOR VIDEO CODING APPLICATIONS
    Li, Bohan
    Han, Jingning
    Xu, Yaowu
    2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP, 2022, : 2231 - 2235
  • [6] Error resilience analysis of multi-hypothesis motion compensated prediction for video coding
    Kung, WY
    Kim, CS
    Kuo, CCJ
    ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 821 - 824
  • [7] Analysis of multi-hypothesis motion compensated prediction for error resilient video transmission
    Kung, WY
    Kim, CS
    Kuo, CCJ
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2004, PTS 1 AND 2, 2004, 5308 : 1136 - 1147
  • [8] Rate-constrained multi-hypothesis motion-compensated prediction for video coding
    Flierl, M
    Wiegand, T
    Girod, B
    2000 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2000, : 150 - 153
  • [9] A video codec incorporating block-based multi-hypothesis motion-compensated prediction
    Flierl, M
    Wiegand, T
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2000, PTS 1-3, 2000, 4067 : 238 - 249
  • [10] A multihypothesis motion-compensated temporal filter for video denoising
    Guo, Liwei
    Au, Oscar C.
    Ma, Mengyao
    Liang, Zhiqin
    Yuk, Carman K. M.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1417 - +