Multimodal transformer-based watermarking for deepfake detection and digital media authentication: current progress, challenges, and future directions
This mini review surveys the current landscape of transformer-based approaches to digital watermarking and deepfake detection, with a focus on their capacity to operate across multiple modalities within unified architectures and tracing the progression from classical signal-based watermarking to attention-driven deep l...