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Original Article
Deep Guard AV: Audio-Visual Deepfake Detection Framework Using Hybrid Audio Learning, CNN-LSTM Video Analysis, and Automated Transcript Logging
Aylwin Vivian Singh1
Arjun Vinod Shinde2
1 Department of Computer Science (Artificial Intelligence), Shri Shankaracharya Technical Campus/Chhattisgarh Swami Vivekanand Technical University, India. 2 Assistant Professor, Department of Computer Science, Shri Shankaracharya Technical Campus/Chhattisgarh Swami Vivekanand Technical University, India.
Published Online: March-April 2026
Pages: 493-499
Cite this article
↗ https://www.doi.org/10.59256/ijire.20260702060
References
1. Y. Li and S. Lyu, “Exposing DeepFake Videos by Detecting Face Warping Artifacts,” in Proc. IEEE Conf. on Computer Vision and
Pattern Recognition Workshops (CVPRW), 2019.
2. A. Rössler, D. Cozzolino, L. Verdoliva, C. Riess, J. Thies, and M. Nießner, “FaceForensics++: Learning to Detect Manipulated Facial
Images,” in Proc. IEEE Int. Conf. on Computer Vision (ICCV), 2019.
3. T. T. Nguyen, Q. V. H. Nguyen, D. T. Nguyen, D. T. Nguyen, and S. Nahavandi, “Deep Learning for Deepfakes Creation and
Detection: A Survey,” IEEE Access, vol. 7, pp. 134134–134147, 2019.
4. D. Cozzolino, J. Thies, A. Rössler, C. Riess, M. Nießner, and L. Verdoliva, “ForensicTransfer: Weakly-supervised Domain Adaptation
for Forgery Detection,” arXiv preprint arXiv: 1812.02510, 2018.
Pattern Recognition Workshops (CVPRW), 2019.
2. A. Rössler, D. Cozzolino, L. Verdoliva, C. Riess, J. Thies, and M. Nießner, “FaceForensics++: Learning to Detect Manipulated Facial
Images,” in Proc. IEEE Int. Conf. on Computer Vision (ICCV), 2019.
3. T. T. Nguyen, Q. V. H. Nguyen, D. T. Nguyen, D. T. Nguyen, and S. Nahavandi, “Deep Learning for Deepfakes Creation and
Detection: A Survey,” IEEE Access, vol. 7, pp. 134134–134147, 2019.
4. D. Cozzolino, J. Thies, A. Rössler, C. Riess, M. Nießner, and L. Verdoliva, “ForensicTransfer: Weakly-supervised Domain Adaptation
for Forgery Detection,” arXiv preprint arXiv: 1812.02510, 2018.
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