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Digital Watermarking Algorithm Based on Wavelet Transform and Neural Network 被引量:4
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作者 WANG Zhenfei ZHAI Guangqun WANG Nengchao 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1667-1670,共4页
An effective blind digital watermarking algorithm based on neural networks in the wavelet domain is presented. Firstly, the host image is decomposed through wavelet transform. The significant coefficients of wavelet a... An effective blind digital watermarking algorithm based on neural networks in the wavelet domain is presented. Firstly, the host image is decomposed through wavelet transform. The significant coefficients of wavelet are selected according to the human visual system (HVS) characteristics. Watermark bits are added to them. And then effectively cooperates neural networks to learn the characteristics of the embedded watermark related to them. Because of the learning and adaptive capabilities of neural networks, the trained neural networks almost exactly recover the watermark from the watermarked image. Experimental results and comparisons with other techniques prove the effectiveness of the new algorithm. 展开更多
关键词 digital watermarking neural networks wavelet transform human visual system
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Spread Spectrum Watermark Based on Wavelet Transform for Still Digital Image
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作者 ShaoHai-mei MeiTian-can QinQian-qing 《Wuhan University Journal of Natural Sciences》 EI CAS 2004年第2期203-208,共6页
The proposed method inserts a watermark into the spectral components of the data using techniques analogous to spread spectrum communications, hiding a narrow band signal in a wideband channel. The watermark is diffic... The proposed method inserts a watermark into the spectral components of the data using techniques analogous to spread spectrum communications, hiding a narrow band signal in a wideband channel. The watermark is difficult for an attacker to remove. It is also robust to common signal and geometric distortion such as JPEG compression, cropping and scaling. In addition, the watermark can be extracted accurately without source host image at the receiver. Key words digital watermark - spread spectrum techniques - wavelet transform CLC number TN 911.73 - X 913. 2 Foundation item: Supported by Wuhan University Innovation Foundation (904270072)Biography: Shao Hai-mei (1975-), female, lecturer, research direction: wavelet application, image process, digital watermark. 展开更多
关键词 digital watermark spread spectrum techniques wavelet transform
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Use of the Wavelet Transform for Digital Terrain Model Edge Detection (Special Issue—Wavelet Analysis)
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作者 Clovis Gaboardi 《Journal of Applied Mathematics and Physics》 2018年第10期1997-2005,共9页
The purpose of this work is to analyze the feasibility of using the wavelet transform in the edge detection of digital terrain models (DTM) obtained by Laser Scanner. The Haar wavelet transform and the edge detection ... The purpose of this work is to analyze the feasibility of using the wavelet transform in the edge detection of digital terrain models (DTM) obtained by Laser Scanner. The Haar wavelet transform and the edge detection method called Wavelet Transform Modulus Maxima (WTMM), both implemented in Matlab language, were used. In order to validate and verify the efficiency of WTMM, the edge detection of the same DTM was performed by the Roberts, Sobel-Feldman and Canny methods, chosen due to the wide use in the scientific community in the area of Image Processing and Remote Sensing. The comparison of the results showed superior performance of WTMM in terms of processing time. 展开更多
关键词 digital TERRAIN Model Edge Detection waveletS transform CANNY Roberts SOBEL Sobel-Feldman
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The Application of Wavelet Transform in Analysis of Digital Precursory Observational Data
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作者 SongZhiping WuAnxu +5 位作者 WangWei GengJie SongXianyue NiYouzhong ZhuJiamiao KanDaoling 《Earthquake Research in China》 2004年第3期225-233,共9页
Digital data of precursors is noted for its high accuracy. Therefore, it is important to extract the high frequency information from the low ones in the digital data of precursors and to discriminate between the trend... Digital data of precursors is noted for its high accuracy. Therefore, it is important to extract the high frequency information from the low ones in the digital data of precursors and to discriminate between the trend anomalies and the short-term anomalies. This paper presents a method to separate the high frequency information from the low ones by using the wavelet transform to analyze the digital data of precursors, and illustrates with examples the train of thoughts of discriminating the short-term anomalies from trend anomalies by using the wavelet transform, thus provide a new effective approach for extracting the short-term and trend anomalies from the digital data of precursors. 展开更多
关键词 wavelet transform digital data of precursors High and low frequency variation information Trend anomaly and short-term anomaly
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Interpolation of Images Using Discrete Wavelet Transform to Simulate Image Resizing as in Human Vision 被引量:5
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作者 Rohini S. Asamwar Kishor M. Bhurchandi Abhay S. Gandhi 《International Journal of Automation and computing》 EI 2010年第1期9-16,共8页
This paper presents discrete wavelet transform (DWT) and its inverse (IDWT) with Haar wavelets as tools to compute the variable size interpolated versions of an image at optimum computational load. As a human obse... This paper presents discrete wavelet transform (DWT) and its inverse (IDWT) with Haar wavelets as tools to compute the variable size interpolated versions of an image at optimum computational load. As a human observer moves closer to or farther from a scene, the retinal image of the scene zooms in or out, respectively. This zooming in or out can be modeled using variable scale interpolation. The paper proposes a novel way of applying DWT and IDWT in a piecewise manner by non-uniform down- or up-sampling of the images to achieve partially sampled versions of the images. The partially sampled versions are then aggregated to achieve the final variable scale interpolated images. The non-uniform down- or up-sampling here is a function of the required scale of interpolation. Appropriate zero padding is used to make the images suitable for the required non-uniform sampling and the subsequent interpolation to the required scale. The concept of zeroeth level DWT is introduced here, which works as the basis for interpolating the images to achieve bigger size than the original one. The main emphasis here is on the computation of variable size images at less computational load, without compromise of quality of images. The interpolated images to different sizes and the reconstructed images are benchmarked using the statistical parameters and visual comparison. It has been found that the proposed approach performs better as compared to bilinear and bicubic interpolation techniques. 展开更多
关键词 Discrete wavelet transform nomuniform sampling zeroeth level discrete wavelet transform dwt INTERPOLATION human vision.
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A Novel Digital Audio Watermarking Scheme in the Wavelet Domain 被引量:2
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作者 WANGXiang-yang YANGHong-ying ZHAOHong 《Wuhan University Journal of Natural Sciences》 CAS 2005年第1期311-314,共4页
We present a novel quantization-based digital audio walermarking scheme inwavelet domain. By quantizing a host audio's wavelet coefficients (Integer Lifting WaveletTransform) and utilizing the characteristics of h... We present a novel quantization-based digital audio walermarking scheme inwavelet domain. By quantizing a host audio's wavelet coefficients (Integer Lifting WaveletTransform) and utilizing the characteristics of human auditory system (HAS), the grayimage isembedded using our watermarking method. Experimental results show that the proposed watermarkingscheme is inaudible and robust against various signal processing such as noising adding, lossycompression, low pass filtering, re-sampling, and re-quantifying. 展开更多
关键词 digital audio watermarking lifting wavelet transform human auditory system chaotic sequence QUANTIZATION
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A Robust Image Watermarking Scheme Using Z-Transform, Discrete Wavelet Transform and Bidiagonal Singular Value Decomposition 被引量:2
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作者 N.Jayashree R.S.Bhuvaneswaran 《Computers, Materials & Continua》 SCIE EI 2019年第1期263-285,共23页
Watermarking is a widely used solution to the problems of authentication and copyright protection of digital media especially for images,videos,and audio data.Chaos is one of the emerging techniques adopted in image w... Watermarking is a widely used solution to the problems of authentication and copyright protection of digital media especially for images,videos,and audio data.Chaos is one of the emerging techniques adopted in image watermarking schemes due to its intrinsic cryptographic properties.This paper proposes a new chaotic hybrid watermarking method combining Discrete Wavelet Transform(DWT),Z-transform(ZT)and Bidiagonal Singular Value Decomposition(BSVD).The original image is decomposed into 3-level DWT,and then,ZT is applied on the HH3 and HL3 sub-bands.The watermark image is encrypted using Arnold Cat Map.BSVD for the watermark and transformed original image were computed,and the watermark was embedded by modifying singular values of the host image with the singular values of the watermark image.Robustness of the proposed scheme was examined using standard test images and assessed against common signal processing and geometric attacks.Experiments indicated that the proposed method is transparent and highly robust. 展开更多
关键词 digital WATERMARKING chaotic mapping Z-transform ARNOLD cat map discrete wavelet transform(dwt) bidiagonal SINGULAR value decomposition(BSVD)
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DWT-Based Watermarking Scheme for Digital Images 被引量:2
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作者 何泉 苏广川 《Journal of Beijing Institute of Technology》 EI CAS 2003年第2期134-137,共4页
A watermarking scheme for digital images is introduced. This method is based on discrete wavelet transform and spread spectrum technique. A discrete wavelet transformed binary signature image is expanded by an m ... A watermarking scheme for digital images is introduced. This method is based on discrete wavelet transform and spread spectrum technique. A discrete wavelet transformed binary signature image is expanded by an m sequence and added to the large wavelet coefficients of a host image with a scale factor. Good balance between transparency and robustness is achieved by the selection of the scale factor. In addition, the spread spectrum technique is adopted to increase the robustness of this watermarking scheme. The experimental results show that the proposed method is of good performance and robustness for common image operations such as JPEG lossy compression, etc. 展开更多
关键词 digital watermarking discrete wavelet transform spread spectrum
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FAST TEXT LOCATION BASED ON DISCRETE WAVELET TRANSFORM 被引量:2
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作者 LiXiaohua ShenLansun 《Journal of Electronics(China)》 2005年第4期385-394,共10页
The paper describes a texture-based fast text location scheme which operates directly in the Discrete Wavelet Transform (DWT) domain. By the distinguishing texture characteristics encoded in wavelet transform domain, ... The paper describes a texture-based fast text location scheme which operates directly in the Discrete Wavelet Transform (DWT) domain. By the distinguishing texture characteristics encoded in wavelet transform domain, the text is fast detected from complex background images stored in the compressed format such as JPEG2000 without full decompress. Compared with some traditional character location methods, the proposed scheme has the advantages of low computational cost, robust to size and font of characters and high accuracy. Preliminary experimental results show that the proposed scheme is efficient and effective. 展开更多
关键词 Text location Discrete wavelet transform (dwt) Semantic content Texture analysis Image/video indexing
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A Blind DWT-SCHUR Based Digital Video Watermarking Technique 被引量:2
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作者 Lama Rajab Tahani Al-Khatib Ali Al-Haj 《Journal of Software Engineering and Applications》 2015年第4期224-233,共10页
Digital watermarking is one of the most powerful tools used in ownership and copyrights protection in digital media. This paper presents a blind digital video watermarking technique based on a combination scheme betwe... Digital watermarking is one of the most powerful tools used in ownership and copyrights protection in digital media. This paper presents a blind digital video watermarking technique based on a combination scheme between the Discrete Wavelet transform in (DWT) and the real Schur Decomposition. The scheme starts with applying twolevel DWT to the video scene followed by Schur decomposition in which the binary watermark bits are embedded in the resultant block upper triangular matrix. The proposed technique shows high efficiency due to the use of Schur decomposition which requires fewer computations compared to other transforms. The imperceptibility of the scheme is also very high due to the use of DWT transform;therefore, no visual distortion is noticed in the watermarked video after embedding. Furthermore, the technique proves to be robust against set of standard attacks like: Gaussian, salt and pepper and rotation and some video attacks such as: frame dropping, cropping and averaging. Both capacity and blindness features are also considered and achieved in this technique. 展开更多
关键词 Video WATERMARKING SCHUR Decomposition Discrete wavelet transform (dwt)
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Image-adaptive and Robust Digital Wavelet-domain Watermarking for Images 被引量:4
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作者 ZHANG Jianxun ZHANG Jiawan SUN Jizhou 《通讯和计算机(中英文版)》 2005年第1期57-63,共7页
关键词 图像处理 数字水印 微波传送 数字转换
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Wavelet-based gray-level digital image watermarking
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作者 牛夏牧 孙圣和 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2001年第2期111-115,共5页
The watermarking technique has been proposed as a method by hiding secret information into the image to protect the copyright of multimedia data. But most previous work focuses on the algorithms of embedding one dimen... The watermarking technique has been proposed as a method by hiding secret information into the image to protect the copyright of multimedia data. But most previous work focuses on the algorithms of embedding one dimensional watermarks or two dimensional binary digital watermarks. In this paper, a wavelet based method for embedding a gray level digital watermark into an image is proposed. By still image decomposition technique, a gray level digital watermark is decompounded into a series of bitplanes. By discrete wavelet transform ( DWT ), the host image is decomposed into multiresolution representations with hierarchical structure. The different bitplanes of the gray level watermark is embedded into the corresponding resolution of the decomposed host image. The experimental results show that the proposed techniques can successfully survive image processing operations and the lossy compression techniques such as Joint Photographic Experts Group (JPEG). 展开更多
关键词 digital watermarking discrete wavelet transform JPEG compression digital image processing
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Analyses on normal background characteristics about deformation observation data on the basis of wavelet transform method
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作者 李杰 刘希强 +2 位作者 李红 毛玉华 郑树田 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2005年第1期34-42,124,共10页
Wavelet transform method is applied to measure time-frequency distribution characteristics of digital deformation data and noise. Based on the characteristics of primary modulus and stochastic white noise discriminati... Wavelet transform method is applied to measure time-frequency distribution characteristics of digital deformation data and noise. Based on the characteristics of primary modulus and stochastic white noise discrimination factor of wavelet decomposition, we analyze the variation rule of normal background and noise data from Shandong digital deformation observation data. The research results indicate that: a) 1/4 daily wave, semi-diurnal tide wave, daily wave and half lunar wave and so on quasi-periodic signal exist in the detail decomposing signal of wavelet when scale are equal to 2, 3 and 4; b) The amplitude of detail decomposing signal is the biggest when scale is equal to 3; c) The detail decomposing signal contains mainly noise corresponding to scale 1 and 5, respectively; d) We may trace the abnormal precursory which is related to earthquake by analyzing non-earthquake wavelet decomposing signal whose scale is specified from digital deformation observation data. 展开更多
关键词 wavelet transform digital deformation observation data separation method between signal and noise discrimination of earthquake precursory
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基于DWT-SARIMA-LSTM的流感预测模型研究 被引量:1
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作者 胡兆辉 陈兆学 《软件工程》 2024年第5期56-61,共6页
为提高流感预测模型的准确率,针对流感数据的季节性与波动性特点,提出利用离散小波分解(DWT)、季节性自回归综合移动平均模型(SARIMA)和长短期记忆神经网络(LSTM)综合建模,构建DWT-SARIMA-LSTM混合预测模型。首先,将流感数据分解为高频... 为提高流感预测模型的准确率,针对流感数据的季节性与波动性特点,提出利用离散小波分解(DWT)、季节性自回归综合移动平均模型(SARIMA)和长短期记忆神经网络(LSTM)综合建模,构建DWT-SARIMA-LSTM混合预测模型。首先,将流感数据分解为高频成分与低频成分,对低频成分使用SARIMA模型、高频成分使用LSTM模型分别进行预测;其次,将预测值融合得到最终的预测结果;最后,构建流行控制图预警模型。使用从中国香港卫生署官网获得的中国香港地区2010—2019年的流感数据对模型进行预测和验证,其MAE为0.3427,MAPE为8.0973%,RMSE为0.4632,预警模型的准确率为100%,该模型较于如ARIMA-LSTM等其他混合模型有更高的预测精度。 展开更多
关键词 流感预测 小波分解 季节性自回归综合移动平均模型 长短期记忆神经网络
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基于DWT-VMD混合信号分解技术的人体活动识别
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作者 陈金瑶 李瑞祥 +1 位作者 王星 施伟斌 《数据采集与处理》 CSCD 北大核心 2024年第3期736-749,共14页
在人类活动识别的应用环境中,从原始传感器数据中提取更加有效的特征仍具有挑战性。针对该问题,利用离散小波变换(Discrete wavelet transform,DWT)和变分模式分解(Variational mode decomposition,VMD)的混合信号分解技术提取原始信号... 在人类活动识别的应用环境中,从原始传感器数据中提取更加有效的特征仍具有挑战性。针对该问题,利用离散小波变换(Discrete wavelet transform,DWT)和变分模式分解(Variational mode decomposition,VMD)的混合信号分解技术提取原始信号中的显著特征向量。在UCI-HAR数据集与SCUT-NAA数据集上,利用多种机器学习分类算法,例如K近邻、随机森林、LightGBM和XGBoost,对DWT-VMD混合信号分解算法的有效性进行了实验。实验结果表明,与未使用混合信号分解技术相比,使用该技术后识别准确率均有所提高,其中UCI-HAR数据集分类准确率达到98.91%,与未加入分解算法相比提高了1.79%;SCUT-NAA数据集分类准确率达到95.52%,提高了3.2%。在人体活动识别中,利用DWT-VMD混合信号分解技术,能够提取原始信号中更有效的特征,提高识别准确率,具有一定的实用性。 展开更多
关键词 人体活动识别 离散小波变换 变分模式分解 信号分解 机器学习
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Comparison of fast discrete wavelet transform algorithms
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作者 孟书苹 《Journal of Chongqing University》 CAS 2005年第2期84-89,共6页
This paper presents an analysis on and experimental comparison of several typical fast algorithms for discrete wavelet transform (DWT) and their implementation in image compression, particularly the Mallat algorithm, ... This paper presents an analysis on and experimental comparison of several typical fast algorithms for discrete wavelet transform (DWT) and their implementation in image compression, particularly the Mallat algorithm, FFT-based algorithm, Short- length based algorithm and Lifting algorithm. The principles, structures and computational complexity of these algorithms are explored in details respectively. The results of the experiments for comparison are consistent to those simulated by MATLAB. It is found that there are limitations in the implementation of DWT. Some algorithms are workable only for special wavelet transform, lacking in generality. Above all, the speed of wavelet transform, as the governing element to the speed of image processing, is in fact the retarding factor for real-time image processing. 展开更多
关键词 discrete wavelet transforms (dwt) fast algorithms computational complexity
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A NEW ADAPTIVE FILTERING SCHEME BASED ON WAVELET TRANSFORM
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作者 Wang Yongde He Peiyu Wang Chunxia(Dept. of Radio Electronics, Sichuan University, Chengdu 610064) 《Journal of Electronics(China)》 1999年第3期257-262,共6页
Based on the scale function representation for a function in L2(R), a new wavelet transform based adaptive system identification scheme is proposed. It can reduce the amount of computation by exploiting the decimation... Based on the scale function representation for a function in L2(R), a new wavelet transform based adaptive system identification scheme is proposed. It can reduce the amount of computation by exploiting the decimation properties and keep the advantage of quasi-orthogonal transform of the discrete wavelet, transform (DWT). The issue has been supported by computer simulations. 展开更多
关键词 IIR SP NLMS A NEW ADAPTIVE FILTERING SCHEME BASED ON wavelet transform dwt IEEE
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A Watermarking Algorithm Based on Wavelet and Hadamard Transform for Color Image
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作者 Hongshou Yan Weimin Yang 《Journal of Software Engineering and Applications》 2013年第3期58-61,共4页
Digital image watermarking is a useful solution to the problem of information security, copyright and network security. In this paper, we propose a watermarking algorithm for color image based HT and DWT. A binary ima... Digital image watermarking is a useful solution to the problem of information security, copyright and network security. In this paper, we propose a watermarking algorithm for color image based HT and DWT. A binary image as watermark is embedded into green component or blue component of color image. The algorithm can satisfy the transparence and robustness of the watermarking system very well. The experiment based on this algorithm demonstrates that the watermarking is robust to the common signal processing techniques including JPEG compressing, adding noise, low pass filter, and mosaic. 展开更多
关键词 digital Watermarking HADAMARD transform(HT) Discrete wavelet transform(dwt) Color Image COPYRIGHT Protection
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Fault Feature Extraction of Rotating Machinery Based on Wavelet Transformation and Multi-resolution Analysis
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作者 公茂法 刘庆雪 +1 位作者 刘明 张晓丽 《Journal of Measurement Science and Instrumentation》 CAS 2010年第4期312-314,共3页
This paper expounded in detail the principle of energy spectrum analysis based on discrete wavelet transformation and multiresolution analysis. In the aspect of feature extraction method study, with investigating the ... This paper expounded in detail the principle of energy spectrum analysis based on discrete wavelet transformation and multiresolution analysis. In the aspect of feature extraction method study, with investigating the feature of impact factor in vibration signals and considering the non-placidity and non-linear of vibration diagnosis signals, the authors import wavelet analysis and fractal theory as the tools of faulty signal feature description. Experimental results proved the validity of this method. To some extent, this method provides a good approach of resolving the wholesome problem of fault feature symptom description. 展开更多
关键词 discrete wavelet transform dwt multi-resolution analysis fault diagnosis rotating madchinery feature extraction
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A New Image Watermarking Scheme Using Genetic Algorithm and Residual Numbers with Discrete Wavelet Transform
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作者 Peter Awonnatemi Agbedemnab Mohammed Akolgo Moses Apambila Agebure 《Journal of Information Security》 2023年第4期422-436,共15页
Transmission of data over the internet has become a critical issue as a result of the advancement in technology, since it is possible for pirates to steal the intellectual property of content owners. This paper presen... Transmission of data over the internet has become a critical issue as a result of the advancement in technology, since it is possible for pirates to steal the intellectual property of content owners. This paper presents a new digital watermarking scheme that combines some operators of the Genetic Algorithm (GA) and the Residue Number (RN) System (RNS) to perform encryption on an image, which is embedded into a cover image for the purposes of watermarking. Thus, an image watermarking scheme uses an encrypted image. The secret image is embedded in decomposed frames of the cover image achieved by applying a three-level Discrete Wavelet Transform (DWT). This is to ensure that the secret information is not exposed even when there is a successful attack on the cover information. Content creators can prove ownership of the multimedia content by unveiling the secret information in a court of law. The proposed scheme was tested with sample data using MATLAB2022 and the results of the simulation show a great deal of imperceptibility and robustness as compared to similar existing schemes. 展开更多
关键词 Discrete wavelet transform (dwt) digital Watermarking ENCRYPTION Genetic Algorithm (GA) Residue Number System (RNS) GARN
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