New adaptive filters as perceptual preprocessing for rate-quality performance optimization of video coding

被引:20
作者
Vidal, Eloise [1 ]
Sturmel, Nicolas [1 ]
Guillemot, Christine [2 ]
Corlay, Patrick [3 ]
Coudoux, Francois-Xavier [3 ]
机构
[1] Digigram SA, F-38330 Montbonnot St Martin, France
[2] INRIA, Campus Univ Beaulieu, F-35042 Rennes, France
[3] Univ Valenciennes, DOAE, IEMN, UMR CNRS 8520, F-59313 Valenciennes, France
关键词
Video coding; Pre-processing; Image filtering; Adaptive weighting average (AWA) filter; Bilateral filter; Just noticeable distortion (JND); Image quality; DIFFERENCE; ALGORITHM; PROFILE; MODEL; EDGE;
D O I
10.1016/j.image.2016.12.003
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 introduce two perceptual filters as pre-processing techniques to reduce the bitrate of compressed high-definition (HD) video sequences at constant visual quality. The goal of these perceptual filters is to remove spurious noise and insignificant details from the original video prior to encoding. The proposed perceptual filters rely on two novel adaptive filters (called BilAWA and TBil) which combine the good properties of the bilateral and Adaptive Weighting Average (AWA) filters. The bilateral and AWA filters being initially dedicated to denoising, the behaviour of the proposed BilAWA and TBil adaptive filters is first analyzed in the context of noise removal on HD test images. The first set of experimental results demonstrates their effectiveness in terms of noise removal while preserving image sharpness. A just noticeable distortion (JND) model is then introduced in the novel BilAWA and TBil filters to adaptively control the strength of the filtering process, taking into account the human visual sensitivity to signal distortion. Visual details which cannot be perceived are smoothed, hence saving bitrate without compromising perceived quality. A thorough experimental analysis of the perceptual JND-guided filters is conducted when using these filters as a pre-processing step prior to MPEG-4/AVC encoding. Psychovisual evaluation tests show that the proposed BilAWA pre-processing filter leads to an average bitrate saving of about 19.3% (up to 28.7%) for the same perceived visual quality. The proposed new pre-filtering approach has been also tested with the new state-of-the-art HEVC standard and has given similar efficiency in terms of bitrate savings for constant visual quality.
引用
收藏
页码:124 / 137
页数:14
相关论文
共 53 条
  • [1] Lossy compression of noisy images
    Al-Shaykh, OK
    Mersereau, RM
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (12) : 1641 - 1652
  • [2] [Anonymous], 2012, METH SUBJ ASS QUAL T
  • [3] Bae S.H., 2016, IEEE T SYST IN PRESS
  • [4] HEVC-Based Perceptually Adaptive Video Coding Using a DCT-Based Local Distortion Detection Probability Model
    Bae, Sung-Ho
    Kim, Jaeil
    Kim, Munchurl
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (07) : 3343 - 3357
  • [5] A Novel Generalized DCT-Based JND Profile Based on an Elaborate CM-JND Model for Variable Block-Sized Transforms in Monochrome Images
    Bae, Sung-Ho
    Kim, Munchurl
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (08) : 3227 - 3240
  • [7] A non-local algorithm for image denoising
    Buades, A
    Coll, B
    Morel, JM
    [J]. 2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, : 60 - 65
  • [8] Patch-Based Video Denoising With Optical Flow Estimation
    Buades, Antoni
    Lisani, Jose-Luis
    Miladinovic, Marko
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (06) : 2573 - 2586
  • [9] Improved MPEG-4 still texture image coding under noisy environment
    Chan, TCL
    Hsung, TC
    Lun, DPK
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (05) : 500 - 508
  • [10] An efficient edge line average interpolation algorithm for deinterlacing
    Chen, T
    Wu, HR
    Yu, ZH
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2000, PTS 1-3, 2000, 4067 : 1551 - 1558