Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis

In the realm of video coding, the quest for enhanced efficiency is unending. This study introduces a novel optimization in High Efficiency Video Coding (HEVC) by refining intra-mode estimation through Hadamard cost analysis. With the rapid evolution of codecs, real-time applications demand more than...

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Main Authors: Junaid Tariq, Imran Javed, Touseef Sadiq, Hameedur Rahman, Ashfaq Hussain Farooqi, Amir Ijaz
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10812746/
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author Junaid Tariq
Imran Javed
Touseef Sadiq
Hameedur Rahman
Ashfaq Hussain Farooqi
Amir Ijaz
author_facet Junaid Tariq
Imran Javed
Touseef Sadiq
Hameedur Rahman
Ashfaq Hussain Farooqi
Amir Ijaz
author_sort Junaid Tariq
collection DOAJ
description In the realm of video coding, the quest for enhanced efficiency is unending. This study introduces a novel optimization in High Efficiency Video Coding (HEVC) by refining intra-mode estimation through Hadamard cost analysis. With the rapid evolution of codecs, real-time applications demand more than ever from the complexity of intra-mode selection. Here we show how by employing a refined approach to the rate distortion optimization (RDO) module, we achieve a 5.8% reduction in HEVC complexity and a minor yet notable &#x2212;0.02% improvement in Bjontegaard Delta Bit Rate (BD-BR). Our method stands out by not only reducing computational load but also by improving bit-rate, a rare feat in the literature. By integrating this approach, future versions of HEVC could witness a significant leap in performance. We believe our findings contribute to the broader context of video compression technologies, inviting further exploration and development. Code is available at <uri>https://github.com/drjunaidtariq/ImprovedHEVC/</uri>.
format Article
id doaj-art-f59e370bbf814e8aa29d9a64e8768783
institution Kabale University
issn 2169-3536
language English
publishDate 2025-01-01
publisher IEEE
record_format Article
series IEEE Access
spelling doaj-art-f59e370bbf814e8aa29d9a64e87687832025-01-07T00:02:36ZengIEEEIEEE Access2169-35362025-01-01132638265210.1109/ACCESS.2024.352157810812746Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost AnalysisJunaid Tariq0https://orcid.org/0009-0007-8493-5012Imran Javed1https://orcid.org/0000-0003-2919-5203Touseef Sadiq2https://orcid.org/0000-0001-6603-3639Hameedur Rahman3Ashfaq Hussain Farooqi4Amir Ijaz5Department of Computer Science, National University of Modern Languages, Rawalpindi Campus, Islamabad, PakistanDepartment of Computer Science, National University of Modern Languages, Rawalpindi Campus, Islamabad, PakistanDepartment of Information and Communication Technology, Centre for Artificial Intelligence Research, University of Agder, Grimstad, NorwayDepartment of Computer Games Development, Faculty of Computing and Artificial Intelligence, Air University, Islamabad, PakistanDepartment of Computer Science, Faculty of Computing and Artificial Intelligence, Air University, Islamabad, PakistanDepartment of Computing, University of Turku, Turku, FinlandIn the realm of video coding, the quest for enhanced efficiency is unending. This study introduces a novel optimization in High Efficiency Video Coding (HEVC) by refining intra-mode estimation through Hadamard cost analysis. With the rapid evolution of codecs, real-time applications demand more than ever from the complexity of intra-mode selection. Here we show how by employing a refined approach to the rate distortion optimization (RDO) module, we achieve a 5.8% reduction in HEVC complexity and a minor yet notable &#x2212;0.02% improvement in Bjontegaard Delta Bit Rate (BD-BR). Our method stands out by not only reducing computational load but also by improving bit-rate, a rare feat in the literature. By integrating this approach, future versions of HEVC could witness a significant leap in performance. We believe our findings contribute to the broader context of video compression technologies, inviting further exploration and development. Code is available at <uri>https://github.com/drjunaidtariq/ImprovedHEVC/</uri>.https://ieeexplore.ieee.org/document/10812746/Rough mode decisionrate distortion optimizationintra modefast algorithm
spellingShingle Junaid Tariq
Imran Javed
Touseef Sadiq
Hameedur Rahman
Ashfaq Hussain Farooqi
Amir Ijaz
Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
IEEE Access
Rough mode decision
rate distortion optimization
intra mode
fast algorithm
title Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
title_full Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
title_fullStr Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
title_full_unstemmed Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
title_short Enhancing HEVC Efficiency: A Novel Approach to Intra-Mode Estimation Through Hadamard Cost Analysis
title_sort enhancing hevc efficiency a novel approach to intra mode estimation through hadamard cost analysis
topic Rough mode decision
rate distortion optimization
intra mode
fast algorithm
url https://ieeexplore.ieee.org/document/10812746/
work_keys_str_mv AT junaidtariq enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis
AT imranjaved enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis
AT touseefsadiq enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis
AT hameedurrahman enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis
AT ashfaqhussainfarooqi enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis
AT amirijaz enhancinghevcefficiencyanovelapproachtointramodeestimationthroughhadamardcostanalysis