Optimized mixed attention-based bidirectional gradient model for intra-frame video forgery detection.
The proposed Optimized Multi-level Mixed Attention-enabled Hybrid Learning-based Bidirectional Gradient (OM2AHL-BiG) model results in enhanced detection, adaptability to various forgery types, and improved interpretability, making it an effective solution for detecting deepfake and intra-frame video forgeries.