The K-Space Signature: Frequency-Domain Representation Learning for Medical Deepfake Detection
The K-Space Signature (KSS) is introduced, a novel forensic framework that isolates hardware and generative traces within the spectral domain within the frequency domain and exhibits robust zero-shot generalization, maintaining strong discriminative power on independent datasets acquired from entirely unseen scanners.