Deepfake Creation and Detection using Ensemble Deep Learning Models

Author:

Rao Sanjeev1,Shelke Nitin Arvind2,Goel Aditya1,Bansal Harshita1

Affiliation:

1. Thapar Institute of Engineering and Technology, India

2. Bennett University, India

Publisher

ACM

Reference20 articles.

1. Bonettini , N. 2020 . Video face manipulation detection through ensemble of CNNs . Proceedings - International Conference on Pattern Recognition (2020). Bonettini, N. 2020. Video face manipulation detection through ensemble of CNNs. Proceedings - International Conference on Pattern Recognition (2020).

2. Chen , L. 2022. Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection. (Mar . 2022 ). DOI:https://doi.org/10.48550/arxiv.2203.12208. 10.48550/arxiv.2203.12208 Chen, L. 2022. Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection. (Mar. 2022). DOI:https://doi.org/10.48550/arxiv.2203.12208.

3. Durall , R. 2019. Unmasking DeepFakes with simple Features. (Nov . 2019 ). DOI:https://doi.org/10.48550/arxiv.1911.00686. 10.48550/arxiv.1911.00686 Durall, R. 2019. Unmasking DeepFakes with simple Features. (Nov. 2019). DOI:https://doi.org/10.48550/arxiv.1911.00686.

4. Guera , D. and Delp , E.J . 2018. Deepfake Video Detection Using Recurrent Neural Networks . Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. (2018 ). DOI:https://doi.org/10.1109/AVSS. 2018 .8639163. 10.1109/AVSS.2018.8639163 Guera, D. and Delp, E.J. 2018. Deepfake Video Detection Using Recurrent Neural Networks. Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. (2018). DOI:https://doi.org/10.1109/AVSS.2018.8639163.

5. Hernandez-Ortega J. 2020. DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation. arXiv. (2020). Hernandez-Ortega J. 2020. DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation. arXiv. (2020).

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