Reversible Data Hiding in JPEG Images Using Quantized DC
Reversible data hiding in JPEG images has become an important topic due to the prevalence and overwhelming support of the JPEG image format these days. Much of the existing work focuses on embedding using AC (quantized alternating current coefficients) to maximize the embedding capacity while minimi...
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Published in | Entropy (Basel, Switzerland) Vol. 21; no. 9; p. 835 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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26.08.2019
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Abstract | Reversible data hiding in JPEG images has become an important topic due to the prevalence and overwhelming support of the JPEG image format these days. Much of the existing work focuses on embedding using AC (quantized alternating current coefficients) to maximize the embedding capacity while minimizing the distortion and the file size increase. Traditionally, DC (quantized direct current coefficients) are not used for embedding, due to the assumption that the embedding in DCs cause more distortion than embedding in ACs. However, for data analytic which extracts fine details as a feature, distortion in ACs is not acceptable, because they represent the fine details of the image. In this paper, we propose a novel reversible data hiding method which efficiently embeds in the DC. The propose method uses a novel DC prediction method to decrease the entropy of the prediction error histogram. The embedded image has higher PSNR, embedding capacity, and smaller file size increase. Furthermore, proposed method preserves all the fine details of the image. |
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AbstractList | Reversible data hiding in JPEG images has become an important topic due to the prevalence and overwhelming support of the JPEG image format these days. Much of the existing work focuses on embedding using AC (quantized alternating current coefficients) to maximize the embedding capacity while minimizing the distortion and the file size increase. Traditionally, DC (quantized direct current coefficients) are not used for embedding, due to the assumption that the embedding in DCs cause more distortion than embedding in ACs. However, for data analytic which extracts fine details as a feature, distortion in ACs is not acceptable, because they represent the fine details of the image. In this paper, we propose a novel reversible data hiding method which efficiently embeds in the DC. The propose method uses a novel DC prediction method to decrease the entropy of the prediction error histogram. The embedded image has higher PSNR, embedding capacity, and smaller file size increase. Furthermore, proposed method preserves all the fine details of the image. |
Author | Kim, Hyoung Joong Kim, Suah Huang, Fangjun |
AuthorAffiliation | 2 School of Data and Computer Science, Sun Yat-sen University, Guangzhou 510006, China 1 School of Information Security, Korea University, Seoul 02821, Korea |
AuthorAffiliation_xml | – name: 2 School of Data and Computer Science, Sun Yat-sen University, Guangzhou 510006, China – name: 1 School of Information Security, Korea University, Seoul 02821, Korea |
Author_xml | – sequence: 1 givenname: Suah orcidid: 0000-0003-1692-2790 surname: Kim fullname: Kim, Suah – sequence: 2 givenname: Fangjun surname: Huang fullname: Huang, Fangjun – sequence: 3 givenname: Hyoung Joong orcidid: 0000-0002-1144-6660 surname: Kim fullname: Kim, Hyoung Joong |
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CitedBy_id | crossref_primary_10_1007_s11042_023_17014_0 crossref_primary_10_1109_TCSVT_2020_3027391 crossref_primary_10_1016_j_sigpro_2022_108639 crossref_primary_10_1007_s42979_022_01540_z crossref_primary_10_1007_s13369_021_05529_3 crossref_primary_10_1109_TIFS_2019_2958758 |
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SubjectTerms | Alternating current Data analysis DC coefficients DCT coefficients Direct current Distortion Embedding Entropy Feature extraction Histograms Image compression JPEG JPEG encoders-decoders reversible data hiding |
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Title | Reversible Data Hiding in JPEG Images Using Quantized DC |
URI | https://www.proquest.com/docview/2548389274 https://pubmed.ncbi.nlm.nih.gov/PMC7515364 https://doaj.org/article/5ee623b3b32441ce88974c04b434b719 |
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