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  Published Paper Details:

  Paper Title

Use of AI in Deepfake Detection

  Authors

  Swati Lonare,  Aniket Kakde,  Apoorva Bhagat

  Keywords

1.Deepfake Detection 2.Artificial Intelligence (AI) 3.Machine Learning 4.Computer Vision 5.Convolutional Neural Networks (CNNs) 6.Recurrent Neural Networks (RNNs) 7.Transformer Models 8.Facial Landmark Analysis 9.Synthetic Media 10.Adversarial Training 11.Digital Forensics 12.Deep Learning 13.Misinformation Detection 14.Video Manipulation 15.Explainable AI (XAI)

  Abstract


The rapid advancement of artificial intelligence (AI) has led to the emergence of deepfakes--synthetic media in which a person's likeness is convincingly replaced with another's. While these AI-generated manipulations have potential applications in entertainment and education, they also pose significant risks to privacy, misinformation, and digital security. To combat this growing threat, AI-driven deepfake detection systems have been developed, leveraging machine learning, computer vision, and neural networks. This paper explores the current state of AI technologies in detecting deepfakes, including the use of convolutional neural networks (CNNs), recurrent neural networks (RNNs), and transformer-based models. Techniques such as facial landmark analysis, inconsistencies in blinking patterns, and frequency domain artifacts are examined. Moreover, the paper highlights the role of large datasets, adversarial training, and explainable AI in improving detection accuracy. Despite significant progress, challenges remain in generalizing detection models across diverse datasets and evolving deepfake techniques. The ongoing arms race between deepfake generation and detection necessitates continued innovation and collaboration across academia, industry, and policy-making spheres.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2504584

  Paper ID - 281756

  Page Number(s) - f58-f62

  Pubished in - Volume 13 | Issue 4 | April 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Swati Lonare,  Aniket Kakde,  Apoorva Bhagat,   "Use of AI in Deepfake Detection", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 4, pp.f58-f62, April 2025, Available at :http://www.ijcrt.org/papers/IJCRT2504584.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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