Adversarial Multimedia Forensics

Chapter 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 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