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Just-Noticeable-Quantization-Distortion Based Preprocessing for Perceptual Video Coding

Authors
Ki, SehwanKim, MunchurlKo, Hyunsuk
Issue Date
Feb-2018
Publisher
IEEE
Keywords
Just noticeable distortion (JND); perceptual video coding (PVC); video compression; preprocessing; quantization distortion
Citation
2017 IEEE Visual Communications and Image Processing(VCIP 2017), v.2018, pp.1 - 4
Indexed
SCIE
SCOPUS
Journal Title
2017 IEEE Visual Communications and Image Processing(VCIP 2017)
Volume
2018
Start Page
1
End Page
4
URI
https://scholarworks.bwise.kr/erica/handle/2021.sw.erica/8446
DOI
10.1109/VCIP.2017.8305048
Abstract
Conventional predictive video coding may no longer become capable of effectively accommodating the demand of high quality video services with continuously increasing spatiotemporal resolutions as before since it is reaching the limit of its coding efficiency improvement. As an alternative, perceptual video coding (PVC) is being exploited by effectively removing perceptual redundancy for coding efficiency improvement, one of which is just-noticeable-distortion (JND) directed PVC. Unfortunately, the previous JND modeling is not often suitable for JND-directed PVC approaches because quantization effects are not considered. Thus, we presents a new DCT-domain JND model that considers the quantization operation in video compression into JND modeling for PVC, which is called just noticeable quantization distortion (JNQD) model. Our proposed JNQD model can be applied as preprocessing prior to any video compression scheme by adding a parameter to adapt the model to quantization step sizes. For experiments, our JNQD models have been applied to High Efficiency Video Coding (HEVC) and yielded the maximum and average bitrate reductions of 37.35% and 13.05%, respectively with little subjective video quality degradation, compared to the input without preprocessing applied. Moreover, it can be applicable for any encoder as preprocessing, which can have a large flexibility compared to previous encoder-dependent schemes.
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ERICA 공학대학 (SCHOOL OF ELECTRICAL ENGINEERING)
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