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ASIC Design of DA-Based 2-D Inverse Discrete Cosine Transform
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作者 陈禾 韩月秋 《Journal of Beijing Institute of Technology》 EI CAS 1999年第2期56-63,共8页
目的给出基于DA算法的二维离散余弦逆变换(2DIDCT)的ASIC设计.方法设计中一维IDCT算法采用基于Chen的快速1DIDCT算法.为了减少面积、加快速度,设计中乘法累加电路是采用基于DA算法而实现的.结果... 目的给出基于DA算法的二维离散余弦逆变换(2DIDCT)的ASIC设计.方法设计中一维IDCT算法采用基于Chen的快速1DIDCT算法.为了减少面积、加快速度,设计中乘法累加电路是采用基于DA算法而实现的.结果与结论完成了整个系统的VHDL仿真、综合及版图设计.与目前国际上较优秀的设计相比,本设计拥有最好的时序特性,设计总体结果较优. 展开更多
关键词 离散余弦变换 DA算法 VHSIC硬件描述语言
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A Dual Tree Complex Discrete Cosine Harmonic Wavelet Transform (ADCHWT) and Its Application to Signal/Image Denoising 被引量:3
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作者 M. Shivamurti S. V. Narasimhan 《Journal of Signal and Information Processing》 2011年第3期218-226,共9页
A new simple and efficient dual tree analytic wavelet transform based on Discrete Cosine Harmonic Wavelet Transform DCHWT (ADCHWT) has been proposed and is applied for signal and image denoising. The analytic DCHWT ha... A new simple and efficient dual tree analytic wavelet transform based on Discrete Cosine Harmonic Wavelet Transform DCHWT (ADCHWT) has been proposed and is applied for signal and image denoising. The analytic DCHWT has been realized by applying DCHWT to the original signal and its Hilbert transform. The shift invariance and the envelope extraction properties of the ADCHWT have been found to be very effective in denoising speech and image signals, compared to that of DCHWT. 展开更多
关键词 ANALYTIC DISCRETE cosine Harmonic WAVELET transform ANALYTIC WAVELET transform Dual TREE Complex WAVELET transform DCT Shift Invariant WAVELET transform WAVELET transform Denoising
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Audio Zero-Watermark Scheme Based on Discrete Cosine Transform-Discrete Wavelet TransformSingular Value Decomposition 被引量:7
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作者 Min Lei Yu Yang +2 位作者 XiaoMing Liu MingZhi Cheng Rui Wang 《China Communications》 SCIE CSCD 2016年第7期117-121,共5页
Traditional watermark embedding schemes inevitably modify the data in a host audio signal and lead to the degradation of the host signal.In this paper,a novel audio zero-watermarking algorithm based on discrete wavele... Traditional watermark embedding schemes inevitably modify the data in a host audio signal and lead to the degradation of the host signal.In this paper,a novel audio zero-watermarking algorithm based on discrete wavelet transform(DWT),discrete cosine transform(DCT),and singular value decomposition(SVD) is presented.The watermark is registered by performing SVD on the coefficients generated through DWT and DCT to avoid data modification and host signal degradation.Simulation results show that the proposed zero-watermarking algorithm is strongly robust to common signal processing methods such as requantization,MP3 compression,resampling,addition of white Gaussian noise,and low-pass filtering. 展开更多
关键词 离散余弦变换 离散小波变换 奇异值分解 音频信号 零水印 r值 信号处理方法 水印算法
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Implementation of Variable Tone Variable Bits Gray-Scale Image Stegnography Using Discrete Cosine Transform 被引量:2
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作者 Sahib Khan Muhammad Nawaz Khan +2 位作者 Somia Iqbal Syed Yaqoob Shah Nasir Ahmad 《Journal of Signal and Information Processing》 2013年第4期343-350,共8页
Secure exchange of information is the basic need of modern digital world of e-communication which is achieved either by encrypting information or by hiding information in other information called cover media. Conceali... Secure exchange of information is the basic need of modern digital world of e-communication which is achieved either by encrypting information or by hiding information in other information called cover media. Concealing information requires a well designed technique of Stegnography. This work presents a technique, variable tone variable bits (VTVB) Stegnography, to hide information in a cover image. The VTVB Stegnography hides variable data in discrete cosine transform (DCT) coefficients of the cover image. VTVB Stegnography provides variable data hiding capacity and variable distortion. Additional large data hiding this technique provide extra security due to the large key size making VTVB Stegnography technique much more immune to steganalysis. The hiding makes the existence of information imperceptible for steganalysis and the key of keeping a secret makes the recovering of information difficult for an intruder. The key size is depending on cover image and numbers of bits of discrete cosine transform (DCT) coefficients used for information embedding. This is a very flexible technique and can be used for low payload applications, e.g. watermarking to high payload applications, e.g. network Stegnography. 展开更多
关键词 Information Security Image Processing Stegnography STEGANALYSIS Discrete cosine transform (DCT)
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Peak-to-Average Power Ratio Performance Analysis for Orthogonal Chirp Division Multiplexing Multicarrier Systems Based on Discrete Fractional Cosine Transform 被引量:2
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作者 Hani Attar 《International Journal of Communications, Network and System Sciences》 2016年第12期545-562,共18页
In doubly selective fading channels, the orthogonal frequency division multiplexing (OFDM) multicarrier system may fail. Chirp like basis (fractional Fourier transform-fractional cosine transform) may be used instead ... In doubly selective fading channels, the orthogonal frequency division multiplexing (OFDM) multicarrier system may fail. Chirp like basis (fractional Fourier transform-fractional cosine transform) may be used instead of complex exponential basis in this case to improve the system performance. However, in multicarrier transmission, the high peak to average power ratio (PAPR) of the transmitted signal is one of the difficult problems that face both the chirp and the exponential basis. In this paper, an evaluation for the PAPR performance of a multicarrier system based on the fractional cosine transform (FrCT) is introduced and then compared with DFrFT and FFT. Moreover, applying the SLAM technique over these systems is provided to understand the behaviour of these systems when applying SLAM. Simulations verify that this system obtains a better PAPR performance. Moreover, further PAPR reduction can be gained using the well-known PAPR reduction methods. Moreover, applying SLAM technique improves the performance of (dB) by 4 dB to 5 dB and all systems become as competitive to each other when SLAM is applied. Finally, BER performance comparison among OFDM, Discrete Cosine Transform MCM (DCT- MCM), Discrete Hartley Transform MCM (DHT-MCM), DFrFT-OCDM and DFrCT- OCDM MCM systems was done by means of simulation over 100,000 multicarrier blocks for each one and showed that our proposed scenario gave the best performance. 展开更多
关键词 PAPR Discrete Fourier transform Discrete Fractional cosine transform Mobile Digital Video Doubly Selective Channels
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Multiple Image Watermarking with Discrete Cosine Transform 被引量:1
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作者 Mahbuba Begum Mohammad Shorif Uddin 《Journal of Computer and Communications》 2021年第3期88-94,共7页
Multiple image watermarking is an advanced concept of singular watermarking techniques. The existing singular digital image watermarking techniques cannot obtain all the design goals, such as imperceptibility, robustn... Multiple image watermarking is an advanced concept of singular watermarking techniques. The existing singular digital image watermarking techniques cannot obtain all the design goals, such as imperceptibility, robustness, security, and capacity simultaneously with perfection. Hence, the multiple image watermarking technique is designed that embeds several watermarks into the same host image for conveying multiple information. This paper proposed a multiple image watermarking technique with Discrete Cosine Transform (DCT) for ensuring the low computational time for embedding, encryption, decryption as well as extraction of the watermark images. Here, DCT is used to ensure the visual quality of the host image, and a random binary matrix is used to improve the security of the digital image. We have given a basic framework for multiple image watermarking. Our experimental results show satisfactory performance. 展开更多
关键词 Multiple Watermarking Discrete cosine transform Discrete Wavelet transform Arnold transform
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Fabric Pattern Elements Retrieval Based on Cosine Transform 被引量:2
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作者 ZHAO Hai-ying JIA Geng-yun TAN Xin 《Computer Aided Drafting,Design and Manufacturing》 2015年第3期18-22,共5页
Fabric pattern contains many types of the available pattern elements, which not only can be used for the researchers, but also as the material for the designer. But existing method focus on the complete image retrieva... Fabric pattern contains many types of the available pattern elements, which not only can be used for the researchers, but also as the material for the designer. But existing method focus on the complete image retrieval, therefore lack methods of retrieving pattern elements. This article proposes a pattern elements retrieval algorithm based on cosine transform. Firstly, automatically segment the patterns according to size and location and filter the similar primary patterns, then, through cosine transform, analyze elements features in DCT domain, extract amplitude frequency and phase frequency. We employ 2-norm to measure the similarity, search 10 similar pattern elements in the sample library and save them in the design resources library. Experiment results indicate that this algorithm performs well while used in palace costume and carpet patterns, and got more than 75% of the average recall in 100 times experiments 展开更多
关键词 dress pattern cosine transform primitive recognition pattern segmentation feature extraction
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NEW FAST ALGORITHM OF 2-D DISCRETE COSINE TRANSFORM
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作者 王新成 周晓明 +1 位作者 卢颉 朱维乐 《Journal of Electronics(China)》 1995年第3期270-275,共6页
In this paper, a new algorithm for the fast computation of a 2-D discrete cosine transform (DCT) is presented. It is shown that the N×N DCT, where N = 2m, can be computed using only N 1-D DCT’s and additions, in... In this paper, a new algorithm for the fast computation of a 2-D discrete cosine transform (DCT) is presented. It is shown that the N×N DCT, where N = 2m, can be computed using only N 1-D DCT’s and additions, instead of using 2N 1-D DCT’s as in the conventional row-column approach. Hence the total number of multiplications for the proposed algorithm is only half of that required for the row-column approach, and is also less than that of most of other fast algorithms, while the number of additions is almost comparable to that of others. 展开更多
关键词 IMAGE PROCESSING DISCRETE cosine transform Fast algorithm
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Logarithmic Sine and Cosine Transforms and Their Applications to Boundary-Value Problems Connected with Sectionally-Harmonic Functions
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作者 Mithat Idemen 《Applied Mathematics》 2013年第2期378-386,共9页
Let stand for the polar coordinates in R2, ?be a given constant while satisfies the Laplace equation in the wedge-shaped domain or . Here αj(j = 1,2,...,n + 1) denote certain angles such that αj αj(j = 1,2,...,n + ... Let stand for the polar coordinates in R2, ?be a given constant while satisfies the Laplace equation in the wedge-shaped domain or . Here αj(j = 1,2,...,n + 1) denote certain angles such that αj αj(j = 1,2,...,n + 1). It is known that if r = a satisfies homogeneous boundary conditions on all boundary lines ?in addition to non-homogeneous ones on the circular boundary , then an explicit expression of in terms of eigen-functions can be found through the classical method of separation of variables. But when the boundary?condition given on the circular boundary r = a is homogeneous, it is not possible to define a discrete set of eigen-functions. In this paper one shows that if the homogeneous condition in question is of the Dirichlet (or Neumann) type, then the logarithmic sine transform (or logarithmic cosine transform) defined by (or ) may be effective in solving the problem. The inverses of these transformations are expressed through the same kernels on or . Some properties of these transforms are also given in four theorems. An illustrative example, connected with the heat transfer in a two-part wedge domain, shows their effectiveness in getting exact solution. In the example in question the lateral boundaries are assumed to be non-conducting, which are expressed through Neumann type boundary conditions. The application of the method gives also the necessary condition for the solvability of the problem (the already known existence condition!). This kind of problems arise in various domain of applications such as electrostatics, magneto-statics, hydrostatics, heat transfer, mass transfer, acoustics, elasticity, etc. 展开更多
关键词 Integral transforms HARMONIC Functions WEDGE PROBLEMS Boundary-Value PROBLEMS Logarithmic SINE transform Logarithmic cosine transform
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Adaptive Biorthogonal Local Discrete Cosine Transform for Interference Excision in Direct Sequence Spread Spectrum Communications
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作者 朱丽平 胡光锐 朱义胜 《Journal of Shanghai University(English Edition)》 CAS 2005年第2期139-142,共4页
A novel time-frequency domain interference excision technique is proposed. The technique is based on adaptive biorthogonal local discrete cosine trans form (BLDCT). It uses a redundant library of biorthogonal local d... A novel time-frequency domain interference excision technique is proposed. The technique is based on adaptive biorthogonal local discrete cosine trans form (BLDCT). It uses a redundant library of biorthogonal local discrete cosine bases and an efficient concave cost function to match the transform basis to the interfering signal. The main advantage of the algorithm over conventional trans form domain excision algorithms is that the basis functions are not fixed but ca n be adapted to the time-frequency structure of the interfering signal. It is w e ll suited to transform domain compression and suppression of various types of in terference. Compared to the discrete wavelet transform (DWT) that provides logar ithmic division of the frequency bands, the adaptive BLDCT can provide more flex ible frequency resolution. Thus it is more insensitive to variations of jamming frequency. Simulation results demonstrate the improved bit error rate (BER) perf ormance and the increased robustness of the receiver. 展开更多
关键词 biorthogonal local discrete cosine transform (BLDCT) interference excision spr ead spectrum communications.
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ON DOUBLE SINE AND COSINE TRANSFORMS,LIPSCHITZ AND ZYGMUND CLASSES
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作者 Vanda Flp Ferenc Móricz 《Analysis in Theory and Applications》 2011年第4期351-364,共14页
We consider complex-valued functions f ∈ L^1 (R^2+), where R+ := [0,∞), and prove sufficient conditions under which the double sine Fourier transform fss and the double cosine Fourier transform fcc belong to o... We consider complex-valued functions f ∈ L^1 (R^2+), where R+ := [0,∞), and prove sufficient conditions under which the double sine Fourier transform fss and the double cosine Fourier transform fcc belong to one of the two-dimensional Lipschitz classes Lip(a,β) for some 0 〈 α,β ≤ 1; or to one of the Zygmund classes Zyg(α,β) for some 0 〈 α,β ≤ 2. These sufficient conditions are best possible in the sense that they are also necessary for nonnegative-valued functions f ∈ L^1 (R^2+). 展开更多
关键词 double sine and cosine Fourier transform Lipschitz class Lip(α β) 0 α β 1 Zygmund class Zyg( α β) 0 α β ≤2.
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FPGA Implementation of Approximate 2D Discrete Cosine Transforms
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作者 M. Thiruveni Raguraman D. Shanthi Saravanan 《Circuits and Systems》 2016年第4期434-445,共12页
Discrete cosine transform (DCT) is frequently used in image and video signal processing due to its high energy compaction property. Humans are able to perceive and identify the information from slightly erroneous imag... Discrete cosine transform (DCT) is frequently used in image and video signal processing due to its high energy compaction property. Humans are able to perceive and identify the information from slightly erroneous images. It is enough to produce approximate outputs rather than absolute outputs which in turn reduce the circuit complexity. Numbers of applications like image and video processing need higher dimensional DCT algorithms. So the existing architectures of one dimensional (1D) approximate DCTs are reviewed and extended to two dimensional (2D) approximate DCTs. Approximate 2D multiplier-free DCT architectures are coded in Verilog, simulated in Modelsim to evaluate the correctness, synthesized to evaluate the performance and implemented in virtexE Field Programmable Gate Array (FPGA) kit. A comparative analysis of approximate 2D DCT architectures is carried out in terms of speed and area. 展开更多
关键词 Discrete cosine transform Energy Compaction Field Programmable Gate Array DIMENSION
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Experiments in Parallelizing the Type IV Discrete Cosine Transform
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《Computer Technology and Application》 2012年第4期305-314,共10页
关键词 离散余弦变换 并行实现 IV型 实验 傅立叶变换 消息传递接口 开发平台 提升算法
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Hankel矩阵的离散Cosine变换的快速算法
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作者 汪祥 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2005年第4期461-463,共3页
在图像和信号处理研究邻域,经常会涉及到结构矩阵的离散sine、快速傅里叶变换(FFT)及离散cosine变换.文献[6]的作者利用FFT给出了离散cosine变换的一个算法,计算变换矩阵的M个元素所需的计算量和存贮空间分别为O(N2logN)+O(M)和O(N2).... 在图像和信号处理研究邻域,经常会涉及到结构矩阵的离散sine、快速傅里叶变换(FFT)及离散cosine变换.文献[6]的作者利用FFT给出了离散cosine变换的一个算法,计算变换矩阵的M个元素所需的计算量和存贮空间分别为O(N2logN)+O(M)和O(N2).本文利用Hankel矩阵的结构特点导出一递推关系式(见式(8)),给出了Hankel矩阵的离散cosine变换(DCT)的一个快速算法.该算法所需要的存贮空间为O(N),计算变换矩阵的M个元素所需的计算量为O(NlogN)+O(M). 展开更多
关键词 HANKEL矩阵 快速算法 离散 快速傅里叶变换 存贮空间 变换矩阵 递推关系式 结构矩阵 信号处理 结构特点 计算量 FFT 元素 图像
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基于分数阶Cosine和Sine变换说话人证实特征的提取
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作者 王金芳 杨宝俊 李月 《石家庄铁道学院学报》 2008年第2期66-69,共4页
提出了基于分数阶Cosine变换和分数阶Sine变换用于说话人证实的新颖特征,即广义Bark平均能量差和主、从分数阶域间广义Bark平均能量差。为考核这些特征的实用性能,完成了一系列说话人证实实验。虽然上述特征的单一应用并未体现出极佳的... 提出了基于分数阶Cosine变换和分数阶Sine变换用于说话人证实的新颖特征,即广义Bark平均能量差和主、从分数阶域间广义Bark平均能量差。为考核这些特征的实用性能,完成了一系列说话人证实实验。虽然上述特征的单一应用并未体现出极佳的准确率,但它们经过合理组合后的性能同原单一特征相比更能良好地描述说话人声音个性。 展开更多
关键词 说话人证实 分数阶cosine变换 分数阶Sine变换 特征提取
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A Discrete Cosine Adaptive Harmonic Wavelet Packet and Its Application to Signal Compression 被引量:2
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作者 Nandini Basumallick S. V. Narasimhan 《Journal of Signal and Information Processing》 2010年第1期63-76,共14页
A new adaptive Packet algorithm based on Discrete Cosine harmonic wavelet transform (DCHWT), (DCAHWP) has been proposed. This is realized by the Discrete Cosine Harmonic Wavelet transform (DCHTWT) which exploits the g... A new adaptive Packet algorithm based on Discrete Cosine harmonic wavelet transform (DCHWT), (DCAHWP) has been proposed. This is realized by the Discrete Cosine Harmonic Wavelet transform (DCHTWT) which exploits the good properties of DCT viz., energy compaction (low leakage), frequency resolution and computational simplicity due its real nature, compared to those of DFT and its harmonic wavelet version. Hence the proposed wavelet packet is advantageous both in terms of performance and computational efficiency compared to those of existing DFT harmonic wavelet packet. Further, the new DCAHWP also enjoys the desirable properties of a Harmonic wavelet transform over the time domain WT, viz., built in decimation without any explicit antialiasing filtering and easy interpolation by mere concatenation of different scales in frequency (DCT) domain with out any image rejection filter and with out laborious delay compensation required. Further, the compression by the proposed DCAHWP is much better compared to that by adaptive WP based on Daubechies-2 wavelet (DBAWP). For a compression factor (CF) of 1/8, the ratio of the percentage error energy by proposed DCAHWP to that by DBAWP is about 1/8 and 1/5 for considered 1-D signal and speech signal, respectively. Its compression performance is better than that of DCHWT, both for 1-D and 2-D signals. The improvement is more significant for signals with abrupt changes or images with rapid variations (textures). For compression factor of 1/8, the ratio of the percentage error energy by DCAHWP to that by DCHWT, is about 1/3 and 1/2, for the considered 1-D signal and speech signal, respectively. This factor for an image considered is 2/3 and in particular for a textural image it is 1/5. 展开更多
关键词 ADAPTIVE HARMONIC WAVELET PACKETS DISCRETE cosine transform Signal Compression
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改进贝叶斯网络在变压器故障诊断中的应用 被引量:1
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作者 仝兆景 兰孟月 荆利菲 《电子科技》 2024年第5期47-53,70,共8页
针对变压器故障诊断精度低的问题,文中提出一种基于改进黏菌优化算法(Improved Slime Mould Algorithm,ISMA)优化贝叶斯网络(Bayesian Network,BN)的变压器故障诊断方法。通过爬山算法对定向最大支撑树搜索得到贝叶斯网络初始结构即初... 针对变压器故障诊断精度低的问题,文中提出一种基于改进黏菌优化算法(Improved Slime Mould Algorithm,ISMA)优化贝叶斯网络(Bayesian Network,BN)的变压器故障诊断方法。通过爬山算法对定向最大支撑树搜索得到贝叶斯网络初始结构即初始种群,在改进黏菌优化算法中引入反向学习策略,增加种群多样性。添加正弦-余弦算法(Sine Cosine Algorithm,SCA),更新解的位置以避免种群陷入局部最优。根据改良的无编码比值法选取变压器故障状态的特征,利用改进黏菌优化算法优化贝叶斯网络结构,提高基于贝叶斯网络的变压器故障诊断的准确率,并利用不同种类的测试函数验证了改进黏菌优化算法具有收敛速度快、收敛精度高的优良性能。仿真结果表明,ISMA-BN诊断模型的训练集和测试集准确率分别为98.2%和97.14%,具有一定的研究价值。 展开更多
关键词 故障诊断 改进黏菌优化算法 贝叶斯网络 结构学习 变压器 反向学习策略 正弦-余弦算法 测试函数
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线性正则正余弦加权卷积及其应用
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作者 王小霞 冯强 《贵州大学学报(自然科学版)》 2024年第2期15-21,25,共8页
针对积分方程的求解问题,本文提出了利用卷积运算及其卷积定理来讨论两类卷积类积分方程组的解。首先,在线性正则正弦变换与线性正则余弦变换的基础上,定义了线性正则正余弦卷积运算及其加权卷积运算;其次,推导了相应的卷积定理,研究了... 针对积分方程的求解问题,本文提出了利用卷积运算及其卷积定理来讨论两类卷积类积分方程组的解。首先,在线性正则正弦变换与线性正则余弦变换的基础上,定义了线性正则正余弦卷积运算及其加权卷积运算;其次,推导了相应的卷积定理,研究了该卷积与傅里叶正余弦变换卷积运算的关系;最后,讨论了两类卷积类积分方程组的解,给出了该方程解的一般形式。 展开更多
关键词 线性正则正弦变换 线性正则余弦变换 卷积定理 积分方程
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基于深度学习的多模态人脸篡改识别
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作者 李杰 《自动化应用》 2024年第8期224-226,231,共4页
深度伪造技术是一种基于深度学习的图像和音视频合成技术。它使用深度神经网络生成高度逼真的虚构内容,尤其在人脸篡改方面,已对日常生活产生了不良影响。随着深度学习的发展,传统的卷积神经网络难以准确识别当前的人脸篡改行为。为应... 深度伪造技术是一种基于深度学习的图像和音视频合成技术。它使用深度神经网络生成高度逼真的虚构内容,尤其在人脸篡改方面,已对日常生活产生了不良影响。随着深度学习的发展,传统的卷积神经网络难以准确识别当前的人脸篡改行为。为应对该挑战,提出了一种多模态人脸篡改识别方法,创新性地结合了频域处理、错误水平分析以及语义信息进行检测。经过在FaceForensics++数据集上进行实验测试,结果表明,该方法的准确率高达83.10%,是一种有效的人脸篡改检测方法。 展开更多
关键词 深度伪造 人脸篡改 多模态 离散余弦变换 深度学习
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JPEG量化步长估计综述
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作者 程鑫 王金伟 +4 位作者 王昊 罗向阳 李晓龙 朱国普 马宾 《信息安全学报》 CSCD 2024年第4期150-162,共13页
随着JPEG(Joint Photographic Experts Group)格式的图片在网络存储和传输中的广泛应用,基于JPEG格式的篡改、拼接等恶意操作也层出不穷,利用JPEG图像特性的研究受到越来越多的关注。其中,JPEG图像特性与量化步长息息相关。如果,JPEG压... 随着JPEG(Joint Photographic Experts Group)格式的图片在网络存储和传输中的广泛应用,基于JPEG格式的篡改、拼接等恶意操作也层出不穷,利用JPEG图像特性的研究受到越来越多的关注。其中,JPEG图像特性与量化步长息息相关。如果,JPEG压缩后的图像以位图的形式进行保存,研究者无法直接获取到量化步长,从而无法有效地分析JPEG图像特性。因此,对于量化步长的估计在数字图像取证领域越来越受到关注。本文首先介绍了量化步长估计的研究背景,并将量化步长估计问题分成两类问题:单压缩图像的量化步长估计和重压缩图像的首次量化步长估计。其次,在经典的JPEG压缩模型基础上分别了给出了这两类问题的量化步长估计模型,并对每类问题的各种现有方法进行了详细介绍和梳理。随后,在相同实验环境下对经典算法进行了实验,并对经典算法进行了相应的分析与评价。实验结果表明:在单压缩图像的量化步长估计任务中,现有技术相对成熟并且部分算法估计准确率高于90%;但是,在对齐重压缩图像的首次量化步长估计任务中,现有方法仅能估计低频、中频的量化步长,并且当首次与第二次的压缩质量因子相近时,估计准确率较低;在非对齐重压缩图像的首次量化步长估计任务中,由于网格偏移会增加估计量化步长的困难,导致算法在非对齐重压缩上性能较差。最后,指出了量化步长估计中有待进一步解决的问题和发展趋势。 展开更多
关键词 数字取证 JPEG压缩 量化步长估计 DCT系数分析 深度学习取证
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