{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T12:59:30Z","timestamp":1740142770217,"version":"3.37.3"},"reference-count":21,"publisher":"Oxford University Press (OUP)","issue":"11","license":[{"start":{"date-parts":[[2022,8,3]],"date-time":"2022-08-03T00:00:00Z","timestamp":1659484800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"name":"Guangdong Innovative Projects with Characteristics in Colleges and Universities","award":["grant 2019KTSCX228"],"award-info":[{"award-number":["grant 2019KTSCX228"]}]},{"name":"Guangzhou Science and Technology Plan Project of China","award":["201904010276"],"award-info":[{"award-number":["201904010276"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,11,14]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>In prediction error-based reversible data hiding, multiple histograms modification (MHM) is well known for high image quality and thus has received wide attention in recent years. However, the computational cost for performance optimization in MHM is too high, which is particularly critical for real-time applications. This manuscript aims to reduce the computational complexity of MHM by presenting two techniques, including fast performance optimization and adaptive pixel distribution. Fast performance optimization provides a two-stage process for optimal bin selection by exploiting the concept of per-bit distortion of data embedding within a prediction error histogram (PEH). In fast performance optimization, the distribution characteristics of the per-bit distortion are investigated to significantly narrow down the solution space of optimal bin selection. The second technique is adaptive pixel distribution, which tries to nonuniformly allocate pixels into multiple PEHs to further reduce the time complexity. Extensive experiments show that the computational complexity of MHM is significantly reduced while well preserving the image quality.<\/jats:p>","DOI":"10.1093\/comjnl\/bxac109","type":"journal-article","created":{"date-parts":[[2022,8,4]],"date-time":"2022-08-04T08:49:28Z","timestamp":1659602968000},"page":"2623-2637","source":"Crossref","is-referenced-by-count":2,"title":["Multiple Histograms-Based Reversible Data Hiding Using Fast Performance Optimization and Adaptive Pixel Distribution"],"prefix":"10.1093","volume":"66","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0156-9373","authenticated-orcid":false,"given":"Junying","family":"Yuan","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering , Sun Yat-sen University, Guangzhou 510275, Guangdong , China"},{"name":"School of Electrical and Computer Engineering , Guangzhou Nanfang College, Guangzhou 510275, Guangdong , China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6729-4176","authenticated-orcid":false,"given":"Huicheng","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering , Sun Yat-sen University, Guangzhou 510275, Guangdong , China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7520-9031","authenticated-orcid":false,"given":"Jiangqun","family":"Ni","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering , Sun Yat-sen University, Guangzhou 510275, Guangdong , China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2022,8,3]]},"reference":[{"key":"2023111618464281400_ref1","doi-asserted-by":"crossref","first-page":"3210","DOI":"10.1109\/ACCESS.2016.2573308","article-title":"Reversible data hiding: advances in the past two decades","volume":"4","author":"Li","year":"2016","journal-title":"IEEE Access"},{"key":"2023111618464281400_ref2","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1109\/TCSVT.2006.869964","article-title":"Reversible data hiding","volume":"16","author":"Ni","year":"2006","journal-title":"IEEE Trans. on Circuits Syst. & Video Technol."},{"key":"2023111618464281400_ref3","doi-asserted-by":"crossref","first-page":"2016","DOI":"10.1109\/TIFS.2015.2444354","article-title":"Efficient reversible data hiding based on multiple histograms modification","volume":"10","author":"Li","year":"2015","journal-title":"IEEE Trans. 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