Deepfake Detection Using Machine Learning

  • Unique Paper ID: 174326
  • PageNo: 3846-3851
  • Abstract:
  • The Deepfake Detection Using Machine Learning" addresses the escalating concerns surrounding the proliferation of manipulated media by leveraging advanced technological solutions. This pioneering approach harnesses the power of machine learning to discern authentic content from sophisticated deepfake manipulations. The system employs deep neural networks and intricate algorithms to analyze subtle patterns, inconsistencies, and artifacts within multimedia files, distinguishing between genuine and artificially generated content.

Copyright & License

Copyright © 2026 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

BibTeX

@article{174326,
        author = {VATTEPU PRAVALIKA and D. UMAMAHESHWARI and P.Himabindu and B.Vijayasree},
        title = {Deepfake Detection Using Machine Learning},
        journal = {International Journal of Innovative Research in Technology},
        year = {2025},
        volume = {11},
        number = {10},
        pages = {3846-3851},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=174326},
        abstract = {The Deepfake Detection Using Machine Learning" addresses the escalating concerns surrounding the proliferation of manipulated media by leveraging advanced technological solutions. This pioneering approach harnesses the power of machine learning to discern authentic content from sophisticated deepfake manipulations. The system employs deep neural networks and intricate algorithms to analyze subtle patterns, inconsistencies, and artifacts within multimedia files, distinguishing between genuine and artificially generated content.},
        keywords = {JAVA, BN, JPEG, CNN, ReIU, FCN, Conv2D.},
        month = {March},
        }

Cite This Article

PRAVALIKA, V., & UMAMAHESHWARI, D., & P.Himabindu, , & B.Vijayasree, (2025). Deepfake Detection Using Machine Learning. International Journal of Innovative Research in Technology (IJIRT), 11(10), 3846–3851.

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