Reversible Data Hiding in JPEG Images
Among various digital image formats used in daily life, the Joint Photographic Experts Group (JPEG) is the most popular. Therefore, reversible data hiding (RDH) in JPEG images is important and useful for many applications such as archive management and image authentication. However, RDH in JPEG imag...
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Veröffentlicht in: | IEEE transactions on circuits and systems for video technology 2016-09, Vol.26 (9), p.1610-1621 |
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description | Among various digital image formats used in daily life, the Joint Photographic Experts Group (JPEG) is the most popular. Therefore, reversible data hiding (RDH) in JPEG images is important and useful for many applications such as archive management and image authentication. However, RDH in JPEG images is considerably more difficult than that in uncompressed images because there is less information redundancy in JPEG images than that in uncompressed images, and any modification in the compressed domain may introduce more distortion in the host image. Furthermore, along with the embedding capacity and fidelity (visual quality), which have to be considered for uncompressed images, the storage size of the marked JPEG file should be considered. In this paper, based on the philosophy behind the JPEG encoder and the statistical properties of discrete cosine transform (DCT) coefficients, we present some basic insights into how to select quantized DCT coefficients for RDH. Then, a new histogram shifting-based RDH scheme for JPEG images is proposed, in which the zero coefficients remain unchanged and only coefficients with values 1 and -1 are expanded to carry message bits. Moreover, a block selection strategy based on the number of zero coefficients in each 8 × 8 block is proposed, which can be utilized to adaptively choose DCT coefficients for data hiding. Experimental results demonstrate that by using the proposed method we can easily realize high embedding capacity and good visual quality. The storage size of the host JPEG file can also be well preserved. |
doi_str_mv | 10.1109/TCSVT.2015.2473235 |
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Therefore, reversible data hiding (RDH) in JPEG images is important and useful for many applications such as archive management and image authentication. However, RDH in JPEG images is considerably more difficult than that in uncompressed images because there is less information redundancy in JPEG images than that in uncompressed images, and any modification in the compressed domain may introduce more distortion in the host image. Furthermore, along with the embedding capacity and fidelity (visual quality), which have to be considered for uncompressed images, the storage size of the marked JPEG file should be considered. In this paper, based on the philosophy behind the JPEG encoder and the statistical properties of discrete cosine transform (DCT) coefficients, we present some basic insights into how to select quantized DCT coefficients for RDH. Then, a new histogram shifting-based RDH scheme for JPEG images is proposed, in which the zero coefficients remain unchanged and only coefficients with values 1 and -1 are expanded to carry message bits. Moreover, a block selection strategy based on the number of zero coefficients in each 8 × 8 block is proposed, which can be utilized to adaptively choose DCT coefficients for data hiding. Experimental results demonstrate that by using the proposed method we can easily realize high embedding capacity and good visual quality. The storage size of the host JPEG file can also be well preserved.</description><identifier>ISSN: 1051-8215</identifier><identifier>EISSN: 1558-2205</identifier><identifier>DOI: 10.1109/TCSVT.2015.2473235</identifier><identifier>CODEN: ITCTEM</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Block selection ; Digital imaging ; Discrete cosine transform ; Discrete cosine transforms ; Distortion ; Embedding ; histogram shifting (HS) ; Histograms ; Image coding ; Image compression ; Joint Photographic Experts Group (JPEG) ; JPEG encoders-decoders ; Quantization (signal) ; Redundancy ; reversible data hiding (RDH) ; Transform coding ; Visualization</subject><ispartof>IEEE transactions on circuits and systems for video technology, 2016-09, Vol.26 (9), p.1610-1621</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c323t-aaba4c526f2c0ab08d882478c95a25309abbcbd68f456ecdf039cf009f78dab43</citedby><cites>FETCH-LOGICAL-c323t-aaba4c526f2c0ab08d882478c95a25309abbcbd68f456ecdf039cf009f78dab43</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/7225117$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/7225117$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Huang, Fangjun</creatorcontrib><creatorcontrib>Qu, Xiaochao</creatorcontrib><creatorcontrib>Kim, Hyoung Joong</creatorcontrib><creatorcontrib>Huang, Jiwu</creatorcontrib><title>Reversible Data Hiding in JPEG Images</title><title>IEEE transactions on circuits and systems for video technology</title><addtitle>TCSVT</addtitle><description>Among various digital image formats used in daily life, the Joint Photographic Experts Group (JPEG) is the most popular. Therefore, reversible data hiding (RDH) in JPEG images is important and useful for many applications such as archive management and image authentication. However, RDH in JPEG images is considerably more difficult than that in uncompressed images because there is less information redundancy in JPEG images than that in uncompressed images, and any modification in the compressed domain may introduce more distortion in the host image. Furthermore, along with the embedding capacity and fidelity (visual quality), which have to be considered for uncompressed images, the storage size of the marked JPEG file should be considered. In this paper, based on the philosophy behind the JPEG encoder and the statistical properties of discrete cosine transform (DCT) coefficients, we present some basic insights into how to select quantized DCT coefficients for RDH. Then, a new histogram shifting-based RDH scheme for JPEG images is proposed, in which the zero coefficients remain unchanged and only coefficients with values 1 and -1 are expanded to carry message bits. Moreover, a block selection strategy based on the number of zero coefficients in each 8 × 8 block is proposed, which can be utilized to adaptively choose DCT coefficients for data hiding. Experimental results demonstrate that by using the proposed method we can easily realize high embedding capacity and good visual quality. The storage size of the host JPEG file can also be well preserved.</description><subject>Block selection</subject><subject>Digital imaging</subject><subject>Discrete cosine transform</subject><subject>Discrete cosine transforms</subject><subject>Distortion</subject><subject>Embedding</subject><subject>histogram shifting (HS)</subject><subject>Histograms</subject><subject>Image coding</subject><subject>Image compression</subject><subject>Joint Photographic Experts Group (JPEG)</subject><subject>JPEG encoders-decoders</subject><subject>Quantization (signal)</subject><subject>Redundancy</subject><subject>reversible data hiding (RDH)</subject><subject>Transform coding</subject><subject>Visualization</subject><issn>1051-8215</issn><issn>1558-2205</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNp9kE1LAzEQhoMoWKt_QC8L4nHrTD422aPU2lYKilavIckmZUs_NGkF_72pLR49zRzeZ97hIeQSoYcI9e20__o-7VFA0aNcMsrEEemgEKqkFMRx3kFgqSiKU3KW0hwAueKyQ25e_JePqbULX9ybjSlGbdOuZkW7Kh6fB8NivDQzn87JSTCL5C8Os0veHgbT_qicPA3H_btJ6XLlpjTGGu4ErQJ1YCyoRqn8jnK1MFQwqI21zjaVClxU3jUBWO0CQB2kaozlrEuu93c_4vpz69NGz9fbuMqVmqLkjCKr6v9SqHILQwEyp-g-5eI6peiD_ojt0sRvjaB30vSvNL2Tpg_SMnS1h1rv_R8gKRWIkv0A_2ZldQ</recordid><startdate>201609</startdate><enddate>201609</enddate><creator>Huang, Fangjun</creator><creator>Qu, Xiaochao</creator><creator>Kim, Hyoung Joong</creator><creator>Huang, Jiwu</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>201609</creationdate><title>Reversible Data Hiding in JPEG Images</title><author>Huang, Fangjun ; Qu, Xiaochao ; Kim, Hyoung Joong ; Huang, Jiwu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c323t-aaba4c526f2c0ab08d882478c95a25309abbcbd68f456ecdf039cf009f78dab43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Block selection</topic><topic>Digital imaging</topic><topic>Discrete cosine transform</topic><topic>Discrete cosine transforms</topic><topic>Distortion</topic><topic>Embedding</topic><topic>histogram shifting (HS)</topic><topic>Histograms</topic><topic>Image coding</topic><topic>Image compression</topic><topic>Joint Photographic Experts Group (JPEG)</topic><topic>JPEG encoders-decoders</topic><topic>Quantization (signal)</topic><topic>Redundancy</topic><topic>reversible data hiding (RDH)</topic><topic>Transform coding</topic><topic>Visualization</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Huang, Fangjun</creatorcontrib><creatorcontrib>Qu, Xiaochao</creatorcontrib><creatorcontrib>Kim, Hyoung Joong</creatorcontrib><creatorcontrib>Huang, Jiwu</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEEE transactions on circuits and systems for video technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Huang, Fangjun</au><au>Qu, Xiaochao</au><au>Kim, Hyoung Joong</au><au>Huang, Jiwu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Reversible Data Hiding in JPEG Images</atitle><jtitle>IEEE transactions on circuits and systems for video technology</jtitle><stitle>TCSVT</stitle><date>2016-09</date><risdate>2016</risdate><volume>26</volume><issue>9</issue><spage>1610</spage><epage>1621</epage><pages>1610-1621</pages><issn>1051-8215</issn><eissn>1558-2205</eissn><coden>ITCTEM</coden><abstract>Among various digital image formats used in daily life, the Joint Photographic Experts Group (JPEG) is the most popular. Therefore, reversible data hiding (RDH) in JPEG images is important and useful for many applications such as archive management and image authentication. However, RDH in JPEG images is considerably more difficult than that in uncompressed images because there is less information redundancy in JPEG images than that in uncompressed images, and any modification in the compressed domain may introduce more distortion in the host image. Furthermore, along with the embedding capacity and fidelity (visual quality), which have to be considered for uncompressed images, the storage size of the marked JPEG file should be considered. In this paper, based on the philosophy behind the JPEG encoder and the statistical properties of discrete cosine transform (DCT) coefficients, we present some basic insights into how to select quantized DCT coefficients for RDH. Then, a new histogram shifting-based RDH scheme for JPEG images is proposed, in which the zero coefficients remain unchanged and only coefficients with values 1 and -1 are expanded to carry message bits. Moreover, a block selection strategy based on the number of zero coefficients in each 8 × 8 block is proposed, which can be utilized to adaptively choose DCT coefficients for data hiding. Experimental results demonstrate that by using the proposed method we can easily realize high embedding capacity and good visual quality. The storage size of the host JPEG file can also be well preserved.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TCSVT.2015.2473235</doi><tpages>12</tpages></addata></record> |
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subjects | Block selection Digital imaging Discrete cosine transform Discrete cosine transforms Distortion Embedding histogram shifting (HS) Histograms Image coding Image compression Joint Photographic Experts Group (JPEG) JPEG encoders-decoders Quantization (signal) Redundancy reversible data hiding (RDH) Transform coding Visualization |
title | Reversible Data Hiding in JPEG Images |
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