An efficient post-processing adaptive filtering technique to rectifying the flickering effects

被引:8
作者
Gandam, Anudeep [1 ]
Sidhu, Jagroop Singh [2 ]
Verma, Sahil [3 ]
Jhanjhi, N. Z. [4 ]
Nayyar, Anand [5 ,6 ]
Abouhawwash, Mohamed [7 ,8 ]
Nam, Yunyoung [9 ]
机构
[1] IKG Punjab Tech Univ Jalandhar, Dept Elect & Commun Engn, Jalandhar, Punjab, India
[2] DAVIET Jalandhar, Dept Elect & Commun Engn, Jalandhar, Punjab, India
[3] Chandigarh Univ, Dept Comp Sci & Engn, Mohali, Punjab, India
[4] SCE Taylors Univ, Sch Comp Sci & Engn, Subang Jaya, Malaysia
[5] Duy Tan Univ, Grad Sch, Da Nang, Vietnam
[6] Duy Tan Univ, Fac Informat Technol, Da Nang, Vietnam
[7] Mansoura Univ, Dept Math, Fac Sci, Mansoura, Egypt
[8] Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48824 USA
[9] Soonchunhyang Univ, Dept Comp Sci & Engn, Asan, South Korea
来源
PLOS ONE | 2021年 / 16卷 / 05期
关键词
COMPRESSION ARTIFACTS; IMAGE COMPRESSION; DEBLOCKING; SUPPRESSION;
D O I
10.1371/journal.pone.0250959
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Compression at a very low bit rate(<= 0.5bpp) causes degradation in video frames with standard decoding algorithms like H.261, H.262, H.264, and MPEG-1 and MPEG-4, which itself produces lots of artifacts. This paper focuses on an efficient pre-and post-processing technique (PP-AFT) to address and rectify the problems of quantization error, ringing, blocking artifact, and flickering effect, which significantly degrade the visual quality of video frames. The PP-AFT method differentiates the blocked images or frames using activity function into different regions and developed adaptive filters as per the classified region. The designed process also introduces an adaptive flicker extraction and removal method and a 2-D filter to remove ringing effects in edge regions. The PP-AFT technique is implemented on various videos, and results are compared with different existing techniques using performance metrics like PSNR-B, MSSIM, and GBIM. Simulation results show significant improvement in the subjective quality of different video frames. The proposed method outperforms state-of-the-art de-blocking methods in terms of PSNR-B with average value lying between (0.7-1.9db) while (35.83-47.7%) reduced average GBIM keeping MSSIM values very close to the original sequence statistically 0.978.
引用
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页数:20
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