{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T07:32:54Z","timestamp":1767339174636,"version":"3.41.2"},"reference-count":28,"publisher":"World Scientific Pub Co Pte Ltd","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Image Grap."],"published-print":{"date-parts":[[2023,3]]},"abstract":"<jats:p> Critical to computer vision applications, deep learning demands a massive volume of training data for great performance. However, encrypting the sensitive information in a photograph is fraught with difficulty, despite rapid technological advancements. The Advanced Encryption System (AES) is the bedrock of classical encryption technologies. The Data Encryption Standard (DES) has low sensitivity, with weak anti-hacking capabilities. In a chaotic encryption system, a chaotic logistic map is employed to generate a key double logistic sequence, and deoxyribonucleic acid (DNA) matrices are created by DNA coding. The XOR operation is carried out between the DNA sequence matrix and the key matrix. Finally, the DNA matrix is decoded to obtain an encrypted image. Given that encrypted images are susceptible to attacks, a rapid and efficient Convolutional Neural Network (CNN) denoiser is used that enhances the robustness of the algorithm by maximizing the resolution of rebuilt images. The use of a key mixing percentage factor gives the proposed system vast key space and great key sensitivity. Its implementation is examined using statistical techniques such as histogram analysis, information entropy, key space analysis and key sensitivity. Experiments have shown that the suggested system is secure and robust to statistical and noise attacks. <\/jats:p>","DOI":"10.1142\/s0219467823500201","type":"journal-article","created":{"date-parts":[[2022,1,29]],"date-time":"2022-01-29T02:35:13Z","timestamp":1643423713000},"source":"Crossref","is-referenced-by-count":2,"title":["A Chaotic Encryption System Based on DNA Coding Using a Deep Neural Network"],"prefix":"10.1142","volume":"23","author":[{"given":"K.\u00a0Antony","family":"Sudha","sequence":"first","affiliation":[{"name":"Department of CSE, Manonmaniam Sundaranar University, Abishekapatti, Tirunelveli, India"}]},{"given":"V.\u00a0Cibi","family":"Castro","sequence":"additional","affiliation":[{"name":"Department of Computer Applications, Sri Paramakalyani College, Alwarkurchi, Tenkasi, India"}]},{"given":"G.","family":"MuthuLakshmi","sequence":"additional","affiliation":[{"name":"Department of CSE, Manonmaniam Sundaranar University, Abishekapatti, Tirunelveli, India"}]},{"given":"T.\u00a0Ilam","family":"Parithi","sequence":"additional","affiliation":[{"name":"Department of CS, Manonmaniam Sundaranar University College, Puliangudi, Tenkasi, India"}]},{"given":"S.\u00a0P.","family":"Raja","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Vellore Institute of Technology, Vellore \u2013 632 014, Tamil Nadu, India"}]}],"member":"219","published-online":{"date-parts":[[2022,1,27]]},"reference":[{"issue":"3","key":"S0219467823500201BIB001","doi-asserted-by":"crossref","first-page":"749","DOI":"10.1016\/j.chaos.2003.12.022","volume":"21","author":"Chen G.","year":"2004","journal-title":"Chaos, Solitons & Fractals"},{"issue":"12","key":"S0219467823500201BIB002","doi-asserted-by":"crossref","first-page":"1910","DOI":"10.4236\/am.2012.312262","volume":"3","author":"Fran\u00e7ois M.","year":"2012","journal-title":"Applied Mathematics"},{"doi-asserted-by":"publisher","key":"S0219467823500201BIB003","DOI":"10.1142\/S021812749800098X"},{"issue":"2","key":"S0219467823500201BIB004","doi-asserted-by":"crossref","first-page":"408","DOI":"10.1016\/j.chaos.2006.05.011","volume":"35","author":"Behnia S.","year":"2008","journal-title":"Chaos Solitons & Fractals"},{"issue":"4","key":"S0219467823500201BIB005","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1016\/j.optlaseng.2012.11.001","volume":"51","author":"Zhang Y.","year":"2013","journal-title":"Optics and Lasers Engineering"},{"issue":"21","key":"S0219467823500201BIB006","doi-asserted-by":"crossref","first-page":"2443","DOI":"10.1364\/OL.33.002443","volume":"33","author":"Zhang Y.","year":"2008","journal-title":"Optics Letters"},{"issue":"5187","key":"S0219467823500201BIB007","doi-asserted-by":"crossref","first-page":"1021","DOI":"10.1126\/science.7973651","volume":"266","author":"Adleman L. M.","year":"1994","journal-title":"Science"},{"key":"S0219467823500201BIB008","doi-asserted-by":"crossref","first-page":"105661","DOI":"10.1016\/j.optlastec.2019.105661","volume":"119","author":"Yang Y. G.","year":"2019","journal-title":"Optics & Laser Technology"},{"issue":"19","key":"S0219467823500201BIB009","doi-asserted-by":"crossref","first-page":"28154","DOI":"10.1364\/OE.402958","volume":"28","author":"Chen L.","year":"2020","journal-title":"Optics Express"},{"key":"S0219467823500201BIB010","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.sigpro.2018.09.029","volume":"155","author":"Chai X. L.","year":"2019","journal-title":"Signal Processing"},{"volume-title":"HIPC 2007","year":"2007","author":"Shyam M.","key":"S0219467823500201BIB011"},{"issue":"3","key":"S0219467823500201BIB012","doi-asserted-by":"crossref","first-page":"747","DOI":"10.2144\/000113218","volume":"47","author":"Ailenberg M.","year":"2009","journal-title":"Biotechniques"},{"key":"S0219467823500201BIB013","doi-asserted-by":"crossref","first-page":"3075","DOI":"10.1016\/j.cnsns.2013.04.008","volume":"18","author":"Wang X. Y.","year":"2013","journal-title":"Communications in NonLinear Science and Numerical Simulation"},{"issue":"4","key":"S0219467823500201BIB014","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1166\/asl.2010.1170","volume":"3","author":"Zhang Q.","year":"2010","journal-title":"Advanced Science Letters"},{"issue":"2","key":"S0219467823500201BIB015","doi-asserted-by":"crossref","first-page":"290","DOI":"10.1016\/j.jss.2011.08.017","volume":"85","author":"Wei X.","year":"2012","journal-title":"Journal of Systems and Software"},{"issue":"23","key":"S0219467823500201BIB016","doi-asserted-by":"crossref","first-page":"6276","DOI":"10.1016\/j.ijleo.2013.05.009","volume":"124","author":"Zhang Q.","year":"2013","journal-title":"Optik-International Journal for Light and Electron Optics"},{"key":"S0219467823500201BIB017","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1201\/9781003144694-8","volume-title":"Handbook of Deep Learning in Biomedical Engineering and Health Informatics","author":"Kumar K.","year":"2021","edition":"1"},{"key":"S0219467823500201BIB018","first-page":"357","volume-title":"Applied Cryptography and Network Security","author":"Zhang Y.","year":"2012"},{"year":"2019","author":"Chen J.","journal-title":"IEEE Access","key":"S0219467823500201BIB019"},{"key":"S0219467823500201BIB020","doi-asserted-by":"crossref","first-page":"821","DOI":"10.1103\/PhysRevLett.64.821","volume":"64","author":"Pecora L. M.","year":"1990","journal-title":"Physical Review Letters"},{"key":"S0219467823500201BIB021","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/S0375-9601(98)00086-3","volume":"240","author":"Baptista M. S.","year":"1998","journal-title":"Physics Letters A"},{"issue":"2","key":"S0219467823500201BIB022","first-page":"6","volume":"56","author":"Abd ElLatif A. A.","year":"2012","journal-title":"Sensing and Imaging, An International Journal on Continuing Sub-Surface Sensing Technologies and Applications"},{"key":"S0219467823500201BIB023","first-page":"56","volume-title":"Proc. Int. Arab Conf. Information Technology (ACIT)","author":"Al-Najjar H. M.","year":"2011"},{"key":"S0219467823500201BIB024","first-page":"1468","volume":"3","author":"Sivakumar T.","year":"2014","journal-title":"International Journal of Computer Science and Information Technologies"},{"key":"S0219467823500201BIB025","doi-asserted-by":"crossref","first-page":"554","DOI":"10.4028\/www.scientific.net\/AMM.734.554","volume":"734","author":"Wang K. F.","year":"2015","journal-title":"Applied Mechanics & Materials"},{"year":"2014","author":"Zhang J.","journal-title":"Mathematical Problems in Engineering","key":"S0219467823500201BIB028"},{"key":"S0219467823500201BIB031","volume":"7","author":"Chen J.","year":"2019","journal-title":"IEEE Access"},{"year":"2018","author":"Dongminga H.","journal-title":"Physics Letters A","key":"S0219467823500201BIB034"}],"container-title":["International Journal of Image and Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219467823500201","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,24]],"date-time":"2023-03-24T12:33:52Z","timestamp":1679661232000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219467823500201"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,27]]},"references-count":28,"journal-issue":{"issue":"02","published-print":{"date-parts":[[2023,3]]}},"alternative-id":["10.1142\/S0219467823500201"],"URL":"https:\/\/doi.org\/10.1142\/s0219467823500201","relation":{},"ISSN":["0219-4678","1793-6756"],"issn-type":[{"type":"print","value":"0219-4678"},{"type":"electronic","value":"1793-6756"}],"subject":[],"published":{"date-parts":[[2022,1,27]]},"article-number":"2350020"}}