LEADER 05286nam 22007215 450 001 9910842298403321 005 20240305130333.0 010 $a3-031-49803-8 024 7 $a10.1007/978-3-031-49803-9 035 $a(CKB)30764024900041 035 $a(MiAaPQ)EBC31200922 035 $a(Au-PeEL)EBL31200922 035 $a(DE-He213)978-3-031-49803-9 035 $a(EXLCZ)9930764024900041 100 $a20240304d2024 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAdversarial Multimedia Forensics /$fedited by Ehsan Nowroozi, Kassem Kallas, Alireza Jolfaei 205 $a1st ed. 2024. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2024. 215 $a1 online resource (298 pages) 225 1 $aAdvances in Information Security,$x2512-2193 ;$v104 311 $a3-031-49802-X 320 $aIncludes bibliographical references and index. 327 $aChapter. 1. Model Poisoning Attack against Federated Learning with Adaptive Aggregation -- Chapter. 2. Image Forgery Detection using Comprint: A Comprehensive Study -- Chapter. 3. Good or evil: Generative adversarial networks in digital forensics -- Chapter. 4. Refined GAN-Based Attack Against Image Splicing Detection and Localization Algorithms -- Chapter. 5. Generative Adversarial networks for Artificial Satellite Image Creation and Manipulation -- Chapter. 6. Domain Specific Information based learning for Facial Image Forensics -- Chapter. 7. Linguistic Steganography and Linguistic Steganalysis -- Chapter. 8. Random Deep Feature Selection?s Efficiency in Securing Image Manipulation Detectors Opposed by Adversarial Attacks -- Chapter. 9. Optimized Distribution for Robust Watermarking of Deep neural Networks through Fixed Embedding Weights -- Chapter. 10. Anti Forensic Measures and Their Impact on Forensic Investigations -- Chapter. 11. Using Vocoder Artifacts for Audio Deepfakes Detection. 330 $aThis book explores various aspects of digital forensics, security and machine learning, while offering valuable insights into the ever-evolving landscape of multimedia forensics and data security. This book?s content can be summarized in two main areas. The first area of this book primarily addresses techniques and methodologies related to digital image forensics. It discusses advanced techniques for image manipulation detection, including the use of deep learning architectures to generate and manipulate synthetic satellite images. This book also explores methods for face recognition under adverse conditions and the importance of forensics in criminal investigations. Additionally, the book highlights anti-forensic measures applied to photos and videos, focusing on their effectiveness and trade-offs. The second area of this book focuses on the broader landscape of security, including the detection of synthetic human voices, secure deep neural networks (DNNs) and federated learning in the context of machine learning security. It investigates novel methods for detecting synthetic human voices using neural vocoder artifacts, and it explores the vulnerabilities and security challenges of federated learning in the face of adversarial attacks. Furthermore, this book delves into the realms of linguistic steganography and steganalysis, discussing the evolving techniques that utilize deep learning and natural language processing to enhance payload and detection accuracy. Overall, this book provides a comprehensive overview of the ever-evolving field of digital forensics and security, making it an invaluable resource for researchers and students interested in image forensics, machine learning security and information protection. It equips readers with the latest knowledge and tools to address the complex challenges posed by the digital landscape. Professionals working in this related field will also find this book to be a valuable resource. 410 0$aAdvances in Information Security,$x2512-2193 ;$v104 606 $aMachine learning 606 $aImage processing$xDigital techniques 606 $aComputer vision 606 $aComputer crimes 606 $aSignal processing 606 $aArtificial intelligence 606 $aMachine Learning 606 $aComputer Imaging, Vision, Pattern Recognition and Graphics 606 $aComputer Crime 606 $aSignal, Speech and Image Processing 606 $aArtificial Intelligence 615 0$aMachine learning. 615 0$aImage processing$xDigital techniques. 615 0$aComputer vision. 615 0$aComputer crimes. 615 0$aSignal processing. 615 0$aArtificial intelligence. 615 14$aMachine Learning. 615 24$aComputer Imaging, Vision, Pattern Recognition and Graphics. 615 24$aComputer Crime. 615 24$aSignal, Speech and Image Processing. 615 24$aArtificial Intelligence. 676 $a005.8 702 $aNowroozi$b Ehsan 702 $aKallas$b Kassem 702 $aJolfaei$b Alireza 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910842298403321 996 $aAdversarial Multimedia Forensics$94145607 997 $aUNINA