Attention-Enhanced CNN for High-Performance Deepfake Detection: A Multi-Dataset Study

Attention-Enhanced CNN for High-Performance Deepfake Detection: A Multi-Dataset Study

Deepfakes, which emerge from advanced deep learning techniques, present complex ethical and security challenges across media and communication landscapes. While offering creative potential in education and entertainment, synthetic media technologies simultaneously threaten societal trust through pot...

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Bibliographic Details
Main Authors: Subhram Dasgupta, Kushal Badal, Swetha Chittam, Md Tasnim Alam, Kaushik Roy
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Deepfake detection
convolutional neural networks (CNNs)
multi-head self attention (MHSA)
attention heatmap visualization
hybrid CNN-attention model
Online Access:https://ieeexplore.ieee.org/document/11029187/
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https://ieeexplore.ieee.org/document/11029187/

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