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Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding
Versatile video coding (VVC) adopts an advanced quad-tree plus multi-type tree (QTMT) coding structure to obtain higher compression efficiency, but it comes at the cost of a considerable increase in coding complexity. To effectively reduce the coding complexity of the QTMT-based coding unit (CU) par...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606901/ https://www.ncbi.nlm.nih.gov/pubmed/36298092 http://dx.doi.org/10.3390/s22207741 |
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author | Li, Yue Luo, Fei Zhu, Yapei |
author_facet | Li, Yue Luo, Fei Zhu, Yapei |
author_sort | Li, Yue |
collection | PubMed |
description | Versatile video coding (VVC) adopts an advanced quad-tree plus multi-type tree (QTMT) coding structure to obtain higher compression efficiency, but it comes at the cost of a considerable increase in coding complexity. To effectively reduce the coding complexity of the QTMT-based coding unit (CU) partition, we propose a fast inter CU partition method based on a temporal prediction model, which includes early termination QTMT partition and early skipping multi-type tree (MT) partition. Firstly, according to the position of the current CU, we extract the optimal CU partition information of the position corresponding to the previously coded frames. We then establish a temporal prediction model based on temporal CU partition information to predict the current CU partition. Finally, to reduce the cumulative of errors of the temporal prediction model, we further extract the motion vector difference (MVD) of the CU to determine whether the QTMT partition can be terminated early. The experimental results show that the proposed method can reduce the inter coding complexity of VVC by 23.19% on average, while the Bjontegaard delta bit rate (BDBR) is only increased by 0.97% on average under the Random Access (RA) configuration. |
format | Online Article Text |
id | pubmed-9606901 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96069012022-10-28 Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding Li, Yue Luo, Fei Zhu, Yapei Sensors (Basel) Article Versatile video coding (VVC) adopts an advanced quad-tree plus multi-type tree (QTMT) coding structure to obtain higher compression efficiency, but it comes at the cost of a considerable increase in coding complexity. To effectively reduce the coding complexity of the QTMT-based coding unit (CU) partition, we propose a fast inter CU partition method based on a temporal prediction model, which includes early termination QTMT partition and early skipping multi-type tree (MT) partition. Firstly, according to the position of the current CU, we extract the optimal CU partition information of the position corresponding to the previously coded frames. We then establish a temporal prediction model based on temporal CU partition information to predict the current CU partition. Finally, to reduce the cumulative of errors of the temporal prediction model, we further extract the motion vector difference (MVD) of the CU to determine whether the QTMT partition can be terminated early. The experimental results show that the proposed method can reduce the inter coding complexity of VVC by 23.19% on average, while the Bjontegaard delta bit rate (BDBR) is only increased by 0.97% on average under the Random Access (RA) configuration. MDPI 2022-10-12 /pmc/articles/PMC9606901/ /pubmed/36298092 http://dx.doi.org/10.3390/s22207741 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Li, Yue Luo, Fei Zhu, Yapei Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title | Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title_full | Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title_fullStr | Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title_full_unstemmed | Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title_short | Temporal Prediction Model-Based Fast Inter CU Partition for Versatile Video Coding |
title_sort | temporal prediction model-based fast inter cu partition for versatile video coding |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606901/ https://www.ncbi.nlm.nih.gov/pubmed/36298092 http://dx.doi.org/10.3390/s22207741 |
work_keys_str_mv | AT liyue temporalpredictionmodelbasedfastintercupartitionforversatilevideocoding AT luofei temporalpredictionmodelbasedfastintercupartitionforversatilevideocoding AT zhuyapei temporalpredictionmodelbasedfastintercupartitionforversatilevideocoding |