Fully-Automatic Inverse Tone Mapping Preserving the Content Creator’s Artistic Intentions

Gonzalo Luzardo, J. Aelterman, H. Luong, W. Philips, Daniel Ochoa, Sven Rousseaux
{"title":"Fully-Automatic Inverse Tone Mapping Preserving the Content Creator’s Artistic Intentions","authors":"Gonzalo Luzardo, J. Aelterman, H. Luong, W. Philips, Daniel Ochoa, Sven Rousseaux","doi":"10.1109/PCS.2018.8456253","DOIUrl":null,"url":null,"abstract":"High Dynamic Range (HDR) displays can show images with higher color contrast levels and peak luminosities than the common Low Dynamic Range (LDR) displays. However, most existing video content is recorded and/or graded in LDR format. To show this LDR content on HDR displays, a dynamic range expansion by using an Inverse Tone Mapped Operator (iTMO) is required. In addition to requiring human intervention for tuning, most of the iTMOs don’t consider artistic intentions inherent to the HDR domain. Furthermore, the quality of their results decays with peak brightness above 1000 nits. In this paper, we propose a fully-automatic inverse tone mapping operator based on mid-level mapping. This allows expanding LDR images into HDR with peak brightness over 1000 nits, preserving the artistic intentions inherent to the HDR domain. We assessed our results using full-reference objective quality metrics as HDR- VDP-2.2 and DRIM. Experimental results demonstrate that our proposed method outperforms the current state of the art.","PeriodicalId":433667,"journal":{"name":"2018 Picture Coding Symposium (PCS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 Picture Coding Symposium (PCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PCS.2018.8456253","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14

Abstract

High Dynamic Range (HDR) displays can show images with higher color contrast levels and peak luminosities than the common Low Dynamic Range (LDR) displays. However, most existing video content is recorded and/or graded in LDR format. To show this LDR content on HDR displays, a dynamic range expansion by using an Inverse Tone Mapped Operator (iTMO) is required. In addition to requiring human intervention for tuning, most of the iTMOs don’t consider artistic intentions inherent to the HDR domain. Furthermore, the quality of their results decays with peak brightness above 1000 nits. In this paper, we propose a fully-automatic inverse tone mapping operator based on mid-level mapping. This allows expanding LDR images into HDR with peak brightness over 1000 nits, preserving the artistic intentions inherent to the HDR domain. We assessed our results using full-reference objective quality metrics as HDR- VDP-2.2 and DRIM. Experimental results demonstrate that our proposed method outperforms the current state of the art.
全自动逆色调映射保存内容创作者的艺术意图
与普通的低动态范围(LDR)显示器相比,高动态范围(HDR)显示器可以显示具有更高色彩对比度水平和峰值亮度的图像。但是,大多数现有的视频内容都是以LDR格式录制和/或分级的。为了在HDR显示器上显示LDR内容,需要使用逆色调映射算子(iTMO)进行动态范围扩展。除了需要人为干预进行调优之外,大多数itmo都没有考虑到HDR领域固有的艺术意图。此外,当峰值亮度超过1000尼特时,其结果的质量就会下降。本文提出了一种基于中级映射的全自动逆调映射算子。这允许将LDR图像扩展为峰值亮度超过1000尼特的HDR,保留HDR域固有的艺术意图。我们使用全参考客观质量指标HDR- VDP-2.2和DRIM来评估结果。实验结果表明,我们提出的方法优于目前的技术水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信