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| Challenge | VDFN Solution | |-----------|----------------| | Poor video compression (typical in forwarded clips) | Robust artifact extraction trained on 360p–720p datasets | | Low volume of vernacular deepfake training data | Synthetic data generation using regional GANs | | Real-time spread on WhatsApp/Telegram | Lightweight API for integration into messaging platforms | | Misinformation targeting rural populations | Audio-based alerts in local dialects with simple visual explanations | videodesifakesnet work

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