Deepfake Technique

Deepfake technology uses artificial intelligence to create realistic but fabricated videos and audio, posing significant threats to media integrity and individual safety. Current research focuses on developing robust detection methods, employing various deep learning architectures like convolutional neural networks, transformers, and mixture-of-experts models, often incorporating multimodal analysis of visual and auditory cues to improve accuracy. The field's importance stems from the urgent need to combat the spread of misinformation and malicious deepfakes, driving advancements in both detection algorithms and techniques for verifying media authenticity.