The paper introduces a deepfake OOD detector that combines reconstruction residual, latent encoding, and softmax confidence, and shows strong results only when real OOD samples are available for training.
Deep learning for multimedia forensics
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Enhancing Abnormality Identification: Robust Out-of-Distribution Strategies for Deepfake Detection
The paper introduces a deepfake OOD detector that combines reconstruction residual, latent encoding, and softmax confidence, and shows strong results only when real OOD samples are available for training.