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A Novel Digital Image Watermarking Scheme on Copyright Protection Based on Network Manufacture Environment 被引量:2
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作者 LIU Quan WANG Jin (School of Information Engineering,Wuhan University of Technology,Wuhan 430070,China 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S2期552-556,共5页
In this paper,we propose a novel wavelet-domain digital image watermarking scheme on copyright protection based on network manufacture environment.It codes the watermarking with error correcting coding and encrypts th... In this paper,we propose a novel wavelet-domain digital image watermarking scheme on copyright protection based on network manufacture environment.It codes the watermarking with error correcting coding and encrypts the watermarking with chaotic encryption.It embeds the watermarking into the coefficients which have large absolute values in the middle-frequency parts got by Discrete Wavelet Transform (DWT) repeatedly.The extraction doesn’t need the original image.Experiment results show that the proposed scheme is easy to implement,and has good robustness to some attacks,such as JPEG compression,average filtering,median filtering,wiener filtering,pepper (?) salt noise,especially to cropping and scaling.In order to solve the prob- lem of the copyright protection of the network manufacture production,the problems of digital image production such as tamper preventing and watermarking attacks preventing and so on are discussed.It solves the problems of manufacture information such as secure exchange and transmissions and production copyright protection and so on. 展开更多
关键词 network manufacture copyright protection digital watermarking wavelet transform error CORRECTING coding chaotic ENCRYPTION
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A Dual Model Watermarking Framework for Copyright Protection in Image Processing Networks
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作者 Yuhang Meng Xianyi Chen +2 位作者 Xingming Sun Yu Liu Guo Wei 《Computers, Materials & Continua》 SCIE EI 2023年第4期831-844,共14页
Image processing networks have gained great success in many fields,and thus the issue of copyright protection for image processing networks hasbecome a focus of attention. Model watermarking techniques are widely used... Image processing networks have gained great success in many fields,and thus the issue of copyright protection for image processing networks hasbecome a focus of attention. Model watermarking techniques are widely usedin model copyright protection, but there are two challenges: (1) designinguniversal trigger sample watermarking for different network models is stilla challenge;(2) existing methods of copyright protection based on trigger swatermarking are difficult to resist forgery attacks. In this work, we propose adual model watermarking framework for copyright protection in image processingnetworks. The trigger sample watermark is embedded in the trainingprocess of the model, which can effectively verify the model copyright. And wedesign a common method for generating trigger sample watermarks based ongenerative adversarial networks, adaptively generating trigger sample watermarksaccording to different models. The spatial watermark is embedded intothe model output. When an attacker steals model copyright using a forgedtrigger sample watermark, which can be correctly extracted to distinguishbetween the piratical and the protected model. The experiments show that theproposed framework has good performance in different image segmentationnetworks of UNET, UNET++, and FCN (fully convolutional network), andeffectively resists forgery attacks. 展开更多
关键词 Image processing networks copyright protection model watermark
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Lossless and High Robust Watermarking of Electronic Chart for Copyright Protection
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作者 Jianguo Sun Junyu Lin +1 位作者 Liguo Zhang Shouzheng Liu 《国际计算机前沿大会会议论文集》 2016年第1期112-113,共2页
With the progression of sea exploration and offshore engineering, electronic charts have come to see widespread use in many intelligent applications. Like other digital products, electronic charts are easy to duplicat... With the progression of sea exploration and offshore engineering, electronic charts have come to see widespread use in many intelligent applications. Like other digital products, electronic charts are easy to duplicate and distribute. Some watermarking solutions have proven defective to prevent copying of electronic charts because it’s as easy to forge as it is to redistribute. If the problems of copyright infringement cannot be solved, the creation of these electronic charts will be limited. The most important characteristic of electronic charts is the topological relationships among vertices, but few algorithms can control this feature. A new watermarking algorithm is here proposed as a means of copyright protection, in which the watermarks will be hosted in the electronic chart by taking into account the preservation of the topology. Sometimes, additional vertices are inserted into the middle of two adjacent vertices, sometimes not, which are governed by the value of the watermark. Experiments show that the improved algorithm is better than similar algorithms; it was found to resist geometric attacks and format exchange attacks. 展开更多
关键词 digital watermarking Electronic charts copyright protection REDUNDANCY EMBEDDING TOPOLOGY
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Semi-Fragile Watermarking for Copyright Protection and Image Authentication
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作者 HUANGJi-feng 《Wuhan University Journal of Natural Sciences》 EI CAS 2005年第1期284-288,共5页
In this paper, we propose a semi-fragile wattr-marking technology forcopyright protection and image authentication We transform the image into wavelet domain and groupthe four adjacent wavelet coefficients Utilizing t... In this paper, we propose a semi-fragile wattr-marking technology forcopyright protection and image authentication We transform the image into wavelet domain and groupthe four adjacent wavelet coefficients Utilizing the characteristics of the humanvisual system, weembed a digital signal into the average of the four adjacent wavelet coefficients since the mean hasbetter stability than single wavelet coefficient. This method neednt original image when extractsthe watermark. Experimental results show the effectiveness of this method which is robust to commonimage process and fragile to malicious attack. 展开更多
关键词 semi-fiagile watermark image authentication copyright protection wavelettransform
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Novel copyright protection scheme for digital content 被引量:3
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作者 Fan Kefeng Wang Meihua +1 位作者 Mo Wei Zhao Xinhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期423-429,共7页
A novel copyright protection scheme for digital content is presented, which is a private watermarking scheme based on the watermark embedding in the DCT domain and watermark extraction Using independent component anal... A novel copyright protection scheme for digital content is presented, which is a private watermarking scheme based on the watermark embedding in the DCT domain and watermark extraction Using independent component analysis (ICA). The system includes the key for watermark extraction and the host image. The algorithm splits the original image into blocks and classifies these blocks based on visual masking, that is, noise visibility function (NVF). Watermark components with different strength are inserted into chosen direct current components of DCT coefficients according to the classifier. The watermark extraction is based on the characteristic of the statistic independence of the host image, watermark and key. Principle component analysis (PCA) whitening process and FastICA techniques are introduced to ensure a blind watermark extraction without requiring the original image. Experirnental results show the proposed technique is robust under attacks such as image filtering and adding noise, cropping and resizing. In addition, the proposed private watermarking system can be improved to the application of the DTV content protection system. 展开更多
关键词 digital content copyright protection digital watermarking noise visibility function independent component analysis.
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Transparent System for Digital Media Copyright Protection in Mobile Business 被引量:1
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作者 YANG Cheng ZHANG Lihe +1 位作者 WANG Yongbin LIU Jianbo 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1923-1926,共4页
At present, in mobile business, the secure environment in the terminal of users has not been embedded, many cryptology-based methods can not be directly used to protect the copyright of digital media. Under this situa... At present, in mobile business, the secure environment in the terminal of users has not been embedded, many cryptology-based methods can not be directly used to protect the copyright of digital media. Under this situation, a transparent system based on watermark for digital right management and digital copyright protection is proposed in this paper. The transparent system is called WDRM (watermark-based digital rights management) and transparent to users. Its core is WDRM Agent. In this paper, system inner model and procession are designed in detail at first, including the registration, the downloading, the super distribution, and the cooperation. Because the watermark embedding and the extraction algorithms are the kernel in this architecture, we also discuss how to choose and design the algorithms. Then we establish a package for all algorithms in WDRM Agent. 展开更多
关键词 mobile business information security digital copyright protection digital watermark
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A Visual Cryptography Based Digital Image Copyright Protection 被引量:6
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作者 Adel Hammad Abusitta 《Journal of Information Security》 2012年第2期96-104,共9页
A method for creating digital image copyright protection is proposed in this paper. The proposed method in this paper is based on visual cryptography defined by Noor and Shamir. The proposed method is working on selec... A method for creating digital image copyright protection is proposed in this paper. The proposed method in this paper is based on visual cryptography defined by Noor and Shamir. The proposed method is working on selection of random pixels from the original digital image instead of specific selection of pixels. The new method proposed does not require that the watermark pattern to be embedded in to the original digital image. Instead of that, verification information is generated which will be used to verify the ownership of the image. This leaves the marked image equal to the original image. The method is based on the relationship between randomly selected pixels and their 8-neighbors’ pixels. This relationship keeps the marked image coherent against diverse attacks even if the most significant bits of randomly selected pixels have been changed by attacker as we will see later in this paper. Experimental results show the proposed method can recover the watermark pattern from the marked image even if major changes are made to the original digital image. 展开更多
关键词 IMAGE WATERMARK PATTERN Visual CRYPTOGRAPHY digital IMAGE copyright
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Research on the Copyright Protection Technology of Digital Clothing Effect Diagram
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作者 Yongqiang Chen Lihua Peng 《国际计算机前沿大会会议论文集》 2017年第1期182-184,共3页
As a kind of digital clothing design works,digital clothing effect diagram shows fast and roughly designer intent expression and needs protection of digital copyright protection technology.A novel digital clothing eff... As a kind of digital clothing design works,digital clothing effect diagram shows fast and roughly designer intent expression and needs protection of digital copyright protection technology.A novel digital clothing effect diagram copyright protection scheme and some algorithms based on digital image watermark technology are proposed,used by two-dimensional chaotic encryption watermark generation algorithm to generate watermark data,watermark embedding algorithm twice using genetic algorithm to obtain the optimal embedding position and embedding strength,and watermark verification algorithm to determine the copyright ownership.Experimental results and analyses show that the proposed scheme and algorithms have the feasibility and effectiveness. 展开更多
关键词 CLOTHING effect DIAGRAM digital copyright protection IMAGE WATERMARK Photoshop
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A Robust Digital Watermarking Algorithm Based on Finite-Set Discrete Radon Transform Tight Frame
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作者 Jiangui Zhang Huibin Qi 《Journal of Computer and Communications》 2020年第12期123-133,共11页
<div style="text-align:justify;"> Digital watermarking technology plays a powerful role in the effective protection of digital media copyright, image authentication, image sharing, image information tr... <div style="text-align:justify;"> Digital watermarking technology plays a powerful role in the effective protection of digital media copyright, image authentication, image sharing, image information transmission and other fields. Driven by strong demand, digital image watermarking technology has aroused widespread research interest and has gradually developed into one of the most active research directions in information science. In this paper, we present a novel robust digital watermarking algorithm based on discrete radon transform tight frame in finite-set (FDRT). FDRT of the zero mean image is a tight frame, the frame boundary <em><strong>A</strong></em> = <em><strong>B</strong></em> = 1, the dual of the frame is itself. The decomposition and reconstruction of the FDRT tight frame will not cause the phenomenon of image distortion. The embedding of hidden watermark is to add a weak signal to the strong background of the original image. Watermark extraction is to effectively identify the embedded weak signal. The feasibility of the watermarking algorithm is analyzed from two aspects of information hiding and robustness. We select the independent Gaussian random vector as the watermark series, and the peak signal-to-noise ratio (PSNR) as the visual degradation criterion of the watermark image. Basing the FDRT compact stand dual operator, we derived the relationship among the strength parameter, square sum of watermark series, the PSNR. Using Checkmark system, the simulation results show that the algorithm is robust enough to some very important image processing attacks such as lossy compression, MAP, filtering, segmentation, edge enhancement, jitter, quadratic modulation and general geometric attack (scaling, rotation, shearing), etc. </div> 展开更多
关键词 digital watermarking Data Mining Discrete Radon Transform Tight Frame copyright protection Information Hiding Finite-Set
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New Fragile Watermarking Technique to Identify Inserted Video Objects Using H.264 and Color Features
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作者 Raheem Ogla Eman Shakar Mahmood +1 位作者 Rasha I.Ahmed Abdul Monem S.Rahma 《Computers, Materials & Continua》 SCIE EI 2023年第9期3075-3096,共22页
The transmission of video content over a network raises various issues relating to copyright authenticity,ethics,legality,and privacy.The protection of copyrighted video content is a significant issue in the video ind... The transmission of video content over a network raises various issues relating to copyright authenticity,ethics,legality,and privacy.The protection of copyrighted video content is a significant issue in the video industry,and it is essential to find effective solutions to prevent tampering and modification of digital video content during its transmission through digital media.However,there are stillmany unresolved challenges.This paper aims to address those challenges by proposing a new technique for detectingmoving objects in digital videos,which can help prove the credibility of video content by detecting any fake objects inserted by hackers.The proposed technique involves using two methods,the H.264 and the extraction color features methods,to embed and extract watermarks in video frames.The study tested the performance of the system against various attacks and found it to be robust.The evaluation was done using different metrics such as Peak-Signal-to-Noise Ratio(PSNR),Mean Squared Error(MSE),Structural Similarity Index Measure(SSIM),Bit Correction Ratio(BCR),and Normalized Correlation.The accuracy of identifying moving objects was high,ranging from 96.3%to 98.7%.The system was also able to embed a fragile watermark with a success rate of over 93.65%and had an average capacity of hiding of 78.67.The reconstructed video frames had high quality with a PSNR of at least 65.45 dB and SSIMof over 0.97,making them imperceptible to the human eye.The system also had an acceptable average time difference(T=1.227/s)compared with other state-of-the-art methods. 展开更多
关键词 Video watermarking fragile digital watermark copyright protection moving objects color image features H.264
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A New Watermarking Protocol against Conspiracy
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作者 ZHANG Jun KOU Weidong FAN Kai CAO Xuefei 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1671-1674,共4页
A trusted third party introduced in watermarking protocols would decrease the security and affect the implementation of the protocols. In this paper, a new watermarking protocol with an un-trusted third party (UTTP)... A trusted third party introduced in watermarking protocols would decrease the security and affect the implementation of the protocols. In this paper, a new watermarking protocol with an un-trusted third party (UTTP) was proposed. Based on the idea of all-or-nothing disclosure of secret (ANDOS), all of the buyer, the seller and the third party didn't know the exact watermark, which was embedded in a digital content for tracing piracy. The proposed protocol provided mechanisms to trace piracy and protect customer's right. In addition, the problem that a seller colluded with UTTP to frame the buyer, namely, the conspiracy problem, could be avoided. 展开更多
关键词 watermarking protocol electronic commerce security digital copyright protection conspiracy problem
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A Novel Database Watermarking Technique Using Blockchain as Trusted Third Party
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作者 Ahmed S.Alghamdi Surayya Naz +3 位作者 Ammar Saeed Eesa Al Solami Muhammad Kamran Mohammed Saeed Alkatheiri 《Computers, Materials & Continua》 SCIE EI 2022年第1期1585-1601,共17页
With widespread use of relational database in various real-life applications,maintaining integrity and providing copyright protection is gaining keen interest of the researchers.For this purpose,watermarking has been ... With widespread use of relational database in various real-life applications,maintaining integrity and providing copyright protection is gaining keen interest of the researchers.For this purpose,watermarking has been used for quite a long time.Watermarking requires the role of trusted third party and a mechanism to extract digital signatures(watermark)to prove the ownership of the data under dispute.This is often inefficient as lots of processing is required.Moreover,certain malicious attacks,like additive attacks,can give rise to a situation when more than one parties can claim the ownership of the same data by inserting and detecting their own set of watermarks from the same data.To solve this problem,we propose to use blockchain technology—as trusted third party—along with watermarking for providing a means of rights protection of relational databases.Using blockchain for writing the copyright information alongside watermarking helps to secure the watermark as changing the blockchain is very difficult.This way,we combined the resilience of our watermarking scheme and the strength of blockchain technology—for protecting the digital rights information from alteration—to design and implement a robust scheme for digital right protection of relational databases.Moreover,we also discuss how the proposed scheme can also be used for version control.The proposed technique works with nonnumeric features of relational database and does not target only selected tuple or portion(subset)from the database for watermark embedding unlike most of the existing techniques;as a result,the chances of subset selection containing no watermark decrease automatically.The proposed technique employs zerowatermarking approach and hence no intentional error(watermark)is added to the original dataset.The results of the experiments proved the effectiveness of the proposed scheme. 展开更多
关键词 watermarking blockchain digital copyright protection relational databases security
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Chaos-Based Multipurpose Image Watermarking Algorithm 被引量:2
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作者 ZHU Congxu LIAO Xuefeng LI Zhihua 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1675-1678,共4页
To achieve the goal of image content authentication and copyright protection simultaneously, this paper presents a novel image dual watermarking method based on chaotic map. Firstly, the host image was split into many... To achieve the goal of image content authentication and copyright protection simultaneously, this paper presents a novel image dual watermarking method based on chaotic map. Firstly, the host image was split into many nonoverlapping small blocks, and the block-wise discrete cosine transform (DCT) is computed. Secondly, the robust watermarks, shuffled by the chaotic sequences, are embedded in the DC coefficients of blocks to achieve the goal of copyright protection. The semi-fragile watermarks, generated by chaotic map, are embedded in the AC coefficients of blocks to obtain the aim of image authentication. Both of them can be extracted without the original image. Simulation results demonstrate the effectiveness of our algorithm in terms of robustness and fragility. 展开更多
关键词 copyright protection image authentication multipurpose watermarking chaos theory
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Transparent Image Watermarking in the Wavelet Domain
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作者 Chen Qing, Su Xiang-fang, Wang Yan-ping College of Electronic Information, Wuhan University, Wuhan 430072, China 《Wuhan University Journal of Natural Sciences》 EI CAS 2000年第4期457-460,共4页
Digital watermarking has been proposed as a viable solution to protect the copyright of multimedia data in a networked environment, since it makes possible to embed identification codes into a digital document. This p... Digital watermarking has been proposed as a viable solution to protect the copyright of multimedia data in a networked environment, since it makes possible to embed identification codes into a digital document. This paper proposes a new scheme for image watermarking in which a watermark is embedded in a selected set of wavelet transform coefficients. To ensure the watermark invisibility with high robustness, a binary pseudo-random sequence is embedded into significant wavelet coefficients by exploiting Embedded Zerotree Wavelet (EZW) coding algorithm. Experimental results show the effectiveness of this technique. 展开更多
关键词 WAVELETS digital watermarking copyright protection
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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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DWT-Based Robust Color Image Watermarking Scheme 被引量:1
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作者 刘连山 李人厚 高琦 《Journal of Southwest Jiaotong University(English Edition)》 2005年第2期130-134,共5页
A scheme of embedding an encrypted watermark into the green component of a color image is proposed. The embedding process is implemented in the discrete wavelet transformation (DWT) domain, The original binary water... A scheme of embedding an encrypted watermark into the green component of a color image is proposed. The embedding process is implemented in the discrete wavelet transformation (DWT) domain, The original binary watermark image is firstly encrypted through scrambling technique, and then spread with two orthogonal pseudo-random sequences whose mean values are equal to zero, and finally embedded into the DWT low frequency sub-band of green components, The coefficients whose energies are larger than the others are selected to hide watermark, and the hidden watermark strength is determined by the energy ratio between the selected coefficients energies and the mean energy of the subband. The experiment results demonstrate that the proposed watermarking scheme is very robust against the attacks such as additive noise, low-pass filtering, scaling, cropping image, row (or column ) deleting, and }PEG compression. 展开更多
关键词 digital watermark Discrete wavelet transformation Color image copyright protection
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A ROBUST METHOD FOR FINGERPRINTING DIGITAL IMAGES
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作者 Saad Amer 《Journal of Electronics(China)》 2001年第3期193-203,共11页
In this paper, a method to fingerprint digital images is proposed, and different watermarked copies with different identification string are made. After determining the number of the customers and the length of the wa... In this paper, a method to fingerprint digital images is proposed, and different watermarked copies with different identification string are made. After determining the number of the customers and the length of the watermark string, this method chooses some values inside the digital image using a characteristic function, and adds watermarks to these values in a way that can protect the product against the attacks happened by comparing two fingerprinted copies.The watermarks are a string of binary numbers -1s and 1s. Every customer will be distinguished by a series of 1s and -1s generated by a pseudo-random generator. The owner of the image can determine the number of customers and the length of the string as well as this method will add another watermarking values to watermark string to protect the product. 展开更多
关键词 SECURITY Fingerprinting images digital watermarking copyright protection
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数字图像多功能水印综述
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作者 赵蕾 桂小林 +1 位作者 邵屹杨 戴慧珺 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2024年第2期195-222,共28页
数字图像多功能水印技术通过将多种类型的水印嵌入到同一图像,以实现2种及以上的图像保护功能(版权保护、内容认证、篡改恢复等).当前,数字图像多功能水印算法仍面临着性能和应用场景等方面的挑战.为促进图像多功能水印的进一步发展,首... 数字图像多功能水印技术通过将多种类型的水印嵌入到同一图像,以实现2种及以上的图像保护功能(版权保护、内容认证、篡改恢复等).当前,数字图像多功能水印算法仍面临着性能和应用场景等方面的挑战.为促进图像多功能水印的进一步发展,首先系统地梳理了数字图像水印技术,包括其系统特性、常见分类、关键技术与成果,以及其可实现的功能与应用场景;在此基础上,对近10年来不同类别的多功能水印嵌入模型(融合水印嵌入、零水印嵌入、水印串行嵌入、水印并行嵌入)的相关工作进行归纳与分析;最后,总结了当前数字图像多功能水印技术的不足,展望了后续研究与发展趋势.综合分析发现,多水印的嵌入难免对水印综合性能造成损失,且多功能水印在真实应用场景中的效果仍待改善.人工智能等新技术在数字图像多功能水印中的应用有望提升算法性能. 展开更多
关键词 数字图像水印 多功能水印 版权保护 内容认证 篡改恢复
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生成图水印的前沿研究与展望
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作者 王金伟 姜晓丽 +1 位作者 谭贵峰 罗向阳 《网络空间安全科学学报》 2024年第1期50-62,共13页
随着人工智能生成内容(Artificial Intelligence Generated Content,AIGC)带来的深度合成浪潮,数字水印技术作为图像取证领域中的一种主动防御手段,被广泛应用于识别生成内容和模型的版权保护。因此,生成图水印越来越受到研究者的关注... 随着人工智能生成内容(Artificial Intelligence Generated Content,AIGC)带来的深度合成浪潮,数字水印技术作为图像取证领域中的一种主动防御手段,被广泛应用于识别生成内容和模型的版权保护。因此,生成图水印越来越受到研究者的关注。首先,介绍了生成图水印的研究背景,从模型版权保护和AIGC监管两个角度介绍生成图水印的研究动机。接着,基于生成模型和水印技术的发展引出了生成图水印问题,将水印根据是否参与生成过程分为两类,并对这两类生成图水印的现状进行了详细的梳理和介绍。随后,对现有的生成图水印方法进行评估,在传统水印需满足的鲁棒性、不可察觉性和容量基础上,进一步提出了针对生成图水印的新要求。最后,指出生成图水印中有待进一步解决的问题及发展趋势。 展开更多
关键词 版权保护 水印 生成模型 生成图 人工智能生成内容
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一种基于认证文件的双方验证模型水印方案
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作者 吴瑕 郑洪英 肖迪 《计算机工程与科学》 CSCD 北大核心 2024年第4期647-656,共10页
随着边缘计算框架和联邦学习协议的结合,越来越多的深度学习模型版权保护工作被提出,但仅从发送方角度进行所有权验证,无法为接收方提供帮助。大量研究指出,在端-边-云联邦学习系统中,存在恶意用户试图无贡献获取公共模型,甚至向公共模... 随着边缘计算框架和联邦学习协议的结合,越来越多的深度学习模型版权保护工作被提出,但仅从发送方角度进行所有权验证,无法为接收方提供帮助。大量研究指出,在端-边-云联邦学习系统中,存在恶意用户试图无贡献获取公共模型,甚至向公共模型投毒,为此,有必要给接收方提供模型所有权验证方案。该研究在现有神经网络水印方案的基础上,提出了一种基于认证文件的双方验证模型水印方案,添加了认证文件生成步骤,并以模型结构调整实现双方对模型的所有权验证。通过实验验证了所提方案的可行性、鲁棒性以及获得的水印嵌入速度提升。 展开更多
关键词 边缘计算 联邦学习 深度神经网络 模型版权保护 数字水印
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