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2020 | OriginalPaper | Buchkapitel

Medical Image Watermarking in Four Levels Decomposition of DWT Using Multiple Wavelets in IoT Emergence

verfasst von : Tamara K. Al-Shayea, Constandinos X. Mavromoustakis, Jordi Mongay Batalla, George Mastorakis, Evangelos Pallis, Evangelos K. Markakis, Spyros Panagiotakis, Imran Khan

Erschienen in: Convergence of Artificial Intelligence and the Internet of Things

Verlag: Springer International Publishing

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Abstract

Medical images will be an inseparable part for evaluating medical conditions of a person in real-time. This process will become efficient by exploiting the characteristics that are offered by IoT in the healthcare sectoral issues. This will allow more efficiency in the processing of a medical image. However, the medical images are exposed to the major risks through frequent attacks which may lead up to misinformation the physician in the diagnosis of the disease. Piracy eradication remains the major challenge in the present-day world in IoT platform. Subsequently, the medical watermarked image is significant technique of ensuring the clinical information that exists in the medical images. In this regard, this paper labors on a medical image based on digital watermarking can be utilized to protect health sign embedding in a medical image within an invisible status. The proposed method performance is evaluated by utilizing MSE, PSNR, SSIM, and NC, which are necessary to get the best result for performance metrics. This work is achieved in four levels Discrete Wavelet Transform (DWT). Each level is utilized different wavelet family. These wavelets family are composed of biorthogonal wavelet, reverse biorthogonal wavelet, discrete meyer wavelet, symlet wavelet, and coiflets wavelet transform. The proposed technique is highly robust against numerous sorts of attacks. The results refer that this proposed algorithm permits prevention at a higher level compared with other current structures and algorithms.

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Literatur
1.
Zurück zum Zitat Mestiri, A., Kricha, A., Sakly, A., Mtibaa, A.: Watermarking for integrity, authentication and security of Medical Imaging. In: IEEE 14th International Multi-Conference on Systems, Signals and Devices (SSD) (2017) Mestiri, A., Kricha, A., Sakly, A., Mtibaa, A.: Watermarking for integrity, authentication and security of Medical Imaging. In: IEEE 14th International Multi-Conference on Systems, Signals and Devices (SSD) (2017)
2.
Zurück zum Zitat Kunhu, A., Al-Ahmad, H., Taher, F.: Medical images protection and authentication using hybrid DWT-DCT and SHA256-MD5 hash functions. In: 24th IEEE International Conference on Electronics, Circuits and Systems (ICECS) (2017) Kunhu, A., Al-Ahmad, H., Taher, F.: Medical images protection and authentication using hybrid DWT-DCT and SHA256-MD5 hash functions. In: 24th IEEE International Conference on Electronics, Circuits and Systems (ICECS) (2017)
3.
Zurück zum Zitat Mashalkar, S.D., Shirgan, S.S.: Design of watermarking scheme in medical image authentication using DWT and SVD technique. In: IEEE 2017 International Conference on Computing Methodologies and Communication (ICCMC) (2017) Mashalkar, S.D., Shirgan, S.S.: Design of watermarking scheme in medical image authentication using DWT and SVD technique. In: IEEE 2017 International Conference on Computing Methodologies and Communication (ICCMC) (2017)
4.
Zurück zum Zitat Benyoussef, M., Mabtoul, S., El marraki, M., Aboutajdine, D.: Medical image watermarking for copyright protection based on visual cryptography. In: 2014 International Conference on Multimedia Computing and Systems (ICMCS) (2014) Benyoussef, M., Mabtoul, S., El marraki, M., Aboutajdine, D.: Medical image watermarking for copyright protection based on visual cryptography. In: 2014 International Conference on Multimedia Computing and Systems (ICMCS) (2014)
5.
Zurück zum Zitat Li, J., Han, X., Dong, C., Chen, Y.W.: Robust multiple watermarks for medical image based on DWT and DFT. In: IEEE 6th International Conference on Computer Sciences and Convergence Information Technology (ICCIT) (2011) Li, J., Han, X., Dong, C., Chen, Y.W.: Robust multiple watermarks for medical image based on DWT and DFT. In: IEEE 6th International Conference on Computer Sciences and Convergence Information Technology (ICCIT) (2011)
6.
Zurück zum Zitat Md. Moniruzzaman, Md. Hawlader, A., Md. Hossain, F.: Wavelet based watermarking approach of hiding patient information in medical image for medical image authentication. In: IEEE 17th International Conference on Computer and Information Technology (ICCIT) (2014) Md. Moniruzzaman, Md. Hawlader, A., Md. Hossain, F.: Wavelet based watermarking approach of hiding patient information in medical image for medical image authentication. In: IEEE 17th International Conference on Computer and Information Technology (ICCIT) (2014)
7.
Zurück zum Zitat Mavromoustakis, C.X., Mastorakis, G., Batalla, J.M.: A mobile edge computing model enabling efficient computation offload-aware energy conservation. IEEE Access 7, 102295–102303 (2019)CrossRef Mavromoustakis, C.X., Mastorakis, G., Batalla, J.M.: A mobile edge computing model enabling efficient computation offload-aware energy conservation. IEEE Access 7, 102295–102303 (2019)CrossRef
8.
Zurück zum Zitat Alshayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Mukherjee, M., Chatzimisios, P.: Efficiency-aware watermarking using different wavelet families for the internet of things. In: Accepted in IEEE International Conference on Communications (ICC) 2019 in track Communication QoS, Reliability and Modeling Symposium—Communication QoS, Reliability and Modeling, 20–24 May 2019, Shanghai, China Alshayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Mukherjee, M., Chatzimisios, P.: Efficiency-aware watermarking using different wavelet families for the internet of things. In: Accepted in IEEE International Conference on Communications (ICC) 2019 in track Communication QoS, Reliability and Modeling Symposium—Communication QoS, Reliability and Modeling, 20–24 May 2019, Shanghai, China
9.
Zurück zum Zitat Skourletopoulos, G., Mavromoustakis, C.X., Mastorakis, G., Sahalos, J.N., Batalla, J.M., Dobre, C.: Cost-benefit analysis game for efficient storage allocation in cloud-centric internet of things systems: a game theoretic perspective. In: 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM), Lisbon, Portugal, 8–12 May 2017 Skourletopoulos, G., Mavromoustakis, C.X., Mastorakis, G., Sahalos, J.N., Batalla, J.M., Dobre, C.: Cost-benefit analysis game for efficient storage allocation in cloud-centric internet of things systems: a game theoretic perspective. In: 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM), Lisbon, Portugal, 8–12 May 2017
10.
Zurück zum Zitat Al-Shayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G.: A hybridized methodology of different wavelet transformations targeting medical images in IoT infrastructure. Measurement 148 (2019) Al-Shayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G.: A hybridized methodology of different wavelet transformations targeting medical images in IoT infrastructure. Measurement 148 (2019)
11.
Zurück zum Zitat Kryftis, Y., Mastorakis, G., Mavromoustakis, C.X., Batalla, J.M., Rodrigues, J.J.P.C., Dobre, C.: Resource usage prediction models for optimal multimedia content provision. IEEE Syst. J. 11, 2852–2863 (2016)CrossRef Kryftis, Y., Mastorakis, G., Mavromoustakis, C.X., Batalla, J.M., Rodrigues, J.J.P.C., Dobre, C.: Resource usage prediction models for optimal multimedia content provision. IEEE Syst. J. 11, 2852–2863 (2016)CrossRef
12.
Zurück zum Zitat Bourdena, A., Mavromoustakis, C.X., Mastorakis, G., Rodrigues, J.J.P.C., Dobre, C.: Using socio-spatial context in mobile cloud process offloading for energy conservation in wireless devices. IEEE Trans. Cloud Comput. 7, 392–402 (2019)CrossRef Bourdena, A., Mavromoustakis, C.X., Mastorakis, G., Rodrigues, J.J.P.C., Dobre, C.: Using socio-spatial context in mobile cloud process offloading for energy conservation in wireless devices. IEEE Trans. Cloud Comput. 7, 392–402 (2019)CrossRef
13.
Zurück zum Zitat Mavromoustakis, C.X., Mastorakis, G., Pallis, E., Mysirlidis, C., Dagiuklas, T., Politis, I., Dobre, C., Papanikolaou, K.: On the perceived quality evaluation of opportunistic Mobile P2P Scalable Video streaming. In: IEEE 2015 International Wireless Communications and Mobile Computing Conference (IWCMC), Dubrovnik, Croatia, 24–28 Aug 2015 Mavromoustakis, C.X., Mastorakis, G., Pallis, E., Mysirlidis, C., Dagiuklas, T., Politis, I., Dobre, C., Papanikolaou, K.: On the perceived quality evaluation of opportunistic Mobile P2P Scalable Video streaming. In: IEEE 2015 International Wireless Communications and Mobile Computing Conference (IWCMC), Dubrovnik, Croatia, 24–28 Aug 2015
14.
Zurück zum Zitat Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Markakis, E., Pallis, E.: Socially-oriented edge computing for energy-awareness in IoT architectures. IEEE Commun. 56, 139–145 (2018)CrossRef Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Markakis, E., Pallis, E.: Socially-oriented edge computing for energy-awareness in IoT architectures. IEEE Commun. 56, 139–145 (2018)CrossRef
15.
Zurück zum Zitat Mavromoustakis, C.X., Mastorakis, G., Batalla, J.M., Chatzimisios, P.: Social-oriented mobile cloud offload processing with delay constraints for efficient energy conservation. In: IEEE ICC 2017 Next Generation Networking and Internet Symposium (main track), 21–25 May 2017, Paris, France Mavromoustakis, C.X., Mastorakis, G., Batalla, J.M., Chatzimisios, P.: Social-oriented mobile cloud offload processing with delay constraints for efficient energy conservation. In: IEEE ICC 2017 Next Generation Networking and Internet Symposium (main track), 21–25 May 2017, Paris, France
16.
Zurück zum Zitat Markakis, E.K., Politis, I., Lykourgiotis, A., Rebahi, Y., Mastorakis, G., Mavromoustakis, C.X., Pallis, E.: Efficient next generation emergency communications over multi-access edge computing. IEEE Commun. Mag. 55, 92–97 (2017)CrossRef Markakis, E.K., Politis, I., Lykourgiotis, A., Rebahi, Y., Mastorakis, G., Mavromoustakis, C.X., Pallis, E.: Efficient next generation emergency communications over multi-access edge computing. IEEE Commun. Mag. 55, 92–97 (2017)CrossRef
17.
Zurück zum Zitat Xu, X., Li, D., Sun, M., Yang, S., Yu, S., Manogaran, G., Mastorakis, G., Mavromoustakis, C.X.: Research on key technologies of Smart campus teaching platform based on 5G network. IEEE Access 7, 20664–20675 (2019)CrossRef Xu, X., Li, D., Sun, M., Yang, S., Yu, S., Manogaran, G., Mastorakis, G., Mavromoustakis, C.X.: Research on key technologies of Smart campus teaching platform based on 5G network. IEEE Access 7, 20664–20675 (2019)CrossRef
18.
Zurück zum Zitat Markakis, E.K., Karras, K., Zotos, N., Sideris, A., Moysiadis, T., Corsaro, A., Alexiou, G., Skianis, C., Mastorakis, G., Mavromoustakis, C.X., Pallis, E.: EXEGESIS: extreme edge resource harvesting for a virtualized fog environment. IEEE Commun. Mag. 55, 173–179 (2017)CrossRef Markakis, E.K., Karras, K., Zotos, N., Sideris, A., Moysiadis, T., Corsaro, A., Alexiou, G., Skianis, C., Mastorakis, G., Mavromoustakis, C.X., Pallis, E.: EXEGESIS: extreme edge resource harvesting for a virtualized fog environment. IEEE Commun. Mag. 55, 173–179 (2017)CrossRef
19.
Zurück zum Zitat Batalla, J.M., Krawiec, P., Mavromoustakis, C.X., Mastorakis, G., Chilamkurti, N., Négru, D., Queyreix, J.B., Borcoci, E.: Efficient media streaming with collaborative terminals for the smart city environment. IEEE Commun. Mag. 55, 98–104 (2017)CrossRef Batalla, J.M., Krawiec, P., Mavromoustakis, C.X., Mastorakis, G., Chilamkurti, N., Négru, D., Queyreix, J.B., Borcoci, E.: Efficient media streaming with collaborative terminals for the smart city environment. IEEE Commun. Mag. 55, 98–104 (2017)CrossRef
20.
Zurück zum Zitat Al-Shayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Markakis, E.K., Pallis, E.: On the efficiency evaluation of a novel scheme based on Daubechies wavelet for watermarking in 5G. In: IEEE 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) (2018) Al-Shayea, T.K., Mavromoustakis, C.X., Batalla, J.M., Mastorakis, G., Markakis, E.K., Pallis, E.: On the efficiency evaluation of a novel scheme based on Daubechies wavelet for watermarking in 5G. In: IEEE 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) (2018)
21.
Zurück zum Zitat Mallat, S.: A Wavelet Tour of Signal Processing The Sparse Way. Elsevier Inc., (2009) Mallat, S.: A Wavelet Tour of Signal Processing The Sparse Way. Elsevier Inc., (2009)
24.
Zurück zum Zitat Daubechies: Orthonormal bases of compactly supported wavelets. J. SIAM Math. Anal. 24(2), 499–519 (1993) Daubechies: Orthonormal bases of compactly supported wavelets. J. SIAM Math. Anal. 24(2), 499–519 (1993)
25.
Zurück zum Zitat Beylkin, G., Coifman, R., Rokhlin, V.: Fast wavelet transforms and numerical algorithms. J. Commun. Pure Appl. Math. 44, 141–183 (1991)MathSciNetCrossRef Beylkin, G., Coifman, R., Rokhlin, V.: Fast wavelet transforms and numerical algorithms. J. Commun. Pure Appl. Math. 44, 141–183 (1991)MathSciNetCrossRef
26.
Zurück zum Zitat Zaeni, A., Kasnalestari, T., Khayam, U.: Application of wavelet transformation symlet type and coiflet type for partial discharge signals denoising. In: 5th International Conference on Electric Vehicular Technology (ICEVT) (2018) Zaeni, A., Kasnalestari, T., Khayam, U.: Application of wavelet transformation symlet type and coiflet type for partial discharge signals denoising. In: 5th International Conference on Electric Vehicular Technology (ICEVT) (2018)
27.
Zurück zum Zitat Chui, C.: Wavelet Analysis and its Applications. Wavelets: A Tutorial in Theory and Applications. Academic Press, San Diego, CA (1992)MATH Chui, C.: Wavelet Analysis and its Applications. Wavelets: A Tutorial in Theory and Applications. Academic Press, San Diego, CA (1992)MATH
28.
Zurück zum Zitat Gao, R., Yan, R.: Discrete Wavelet Transform. Wavelets Theory and Applications for Manufacturing. Springer (2011) Gao, R., Yan, R.: Discrete Wavelet Transform. Wavelets Theory and Applications for Manufacturing. Springer (2011)
Metadaten
Titel
Medical Image Watermarking in Four Levels Decomposition of DWT Using Multiple Wavelets in IoT Emergence
verfasst von
Tamara K. Al-Shayea
Constandinos X. Mavromoustakis
Jordi Mongay Batalla
George Mastorakis
Evangelos Pallis
Evangelos K. Markakis
Spyros Panagiotakis
Imran Khan
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-44907-0_2