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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References
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)
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)
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)
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)
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)
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)
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)
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
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
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)
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)
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)
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., 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)
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
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)
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)
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)
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)
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)
Mallat, S.: A Wavelet Tour of Signal Processing The Sparse Way. Elsevier Inc., (2009)
http://wavelets.pybytes.com/wavelet/db5/. Last accessed 4 April 2019
Daubechies: Orthonormal bases of compactly supported wavelets. J. SIAM Math. Anal. 24(2), 499–519 (1993)
Beylkin, G., Coifman, R., Rokhlin, V.: Fast wavelet transforms and numerical algorithms. J. Commun. Pure Appl. Math. 44, 141–183 (1991)
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)
Chui, C.: Wavelet Analysis and its Applications. Wavelets: A Tutorial in Theory and Applications. Academic Press, San Diego, CA (1992)
Gao, R., Yan, R.: Discrete Wavelet Transform. Wavelets Theory and Applications for Manufacturing. Springer (2011)
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Al-Shayea, T.K. et al. (2020). Medical Image Watermarking in Four Levels Decomposition of DWT Using Multiple Wavelets in IoT Emergence. In: Mastorakis, G., Mavromoustakis, C., Batalla, J., Pallis, E. (eds) Convergence of Artificial Intelligence and the Internet of Things. Internet of Things. Springer, Cham. https://doi.org/10.1007/978-3-030-44907-0_2
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