Video Face Manipulation Detection Through Ensemble of CNNs

Rohan Gite

ML Engineer
Python
PyTorch
TensorFlow
• Studied & implemented a ML-based system for detecting manipulated videos of faces using an ensemble of CNNs
• Trained & fine-tuned CNN models on dataset of manipulated & non-manipulated video frames to improve accuracy
• Conducted extensive experiments to evaluate the effectiveness of different CNN architectures and hyperparameters
• Demonstrated the potential of the system to detect extensive face manipulation techniques, like deepfake & superficial
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