Deepfake detection: A systematic literature review

MS Rana, MN Nobi, B Murali, AH Sung - IEEE access, 2022 - ieeexplore.ieee.org
Over the last few decades, rapid progress in AI, machine learning, and deep learning has
resulted in new techniques and various tools for manipulating multimedia. Though the …

Deepfake detection using deep learning methods: A systematic and comprehensive review

A Heidari, N Jafari Navimipour, H Dag… - … Reviews: Data Mining …, 2024 - Wiley Online Library
Deep Learning (DL) has been effectively utilized in various complicated challenges in
healthcare, industry, and academia for various purposes, including thyroid diagnosis, lung …

Deep learning for deepfakes creation and detection: A survey

TT Nguyen, QVH Nguyen, DT Nguyen… - Computer Vision and …, 2022 - Elsevier
Deep learning has been successfully applied to solve various complex problems ranging
from big data analytics to computer vision and human-level control. Deep learning advances …

[HTML][HTML] Exposing deepfakes using a deep multilayer perceptron–convolutional neural network model

S Kolagati, T Priyadharshini, VMA Rajam - International Journal of …, 2022 - Elsevier
Creating deepfakes has rapidly become easier and more accessible due to advancements
in hardware and computing. The harmful nature of deepfakes urges immediate action to …

A review of image processing techniques for deepfakes

HF Shahzad, F Rustam, ES Flores, J Luis Vidal Mazon… - Sensors, 2022 - mdpi.com
Deep learning is used to address a wide range of challenging issues including large data
analysis, image processing, object detection, and autonomous control. In the same way …

[HTML][HTML] A comprehensive survey on digital video forensics: Taxonomy, challenges, and future directions

AR Javed, Z Jalil, W Zehra, TR Gadekallu… - … Applications of Artificial …, 2021 - Elsevier
With the explosive advancements in smartphone technology, video uploading/downloading
has become a routine part of digital social networking. Video contents contain valuable …

Deep convolutional pooling transformer for deepfake detection

T Wang, H Cheng, KP Chow, L Nie - ACM transactions on multimedia …, 2023 - dl.acm.org
Recently, Deepfake has drawn considerable public attention due to security and privacy
concerns in social media digital forensics. As the wildly spreading Deepfake videos on the …

Deepfake detection: A comprehensive survey from the reliability perspective

T Wang, X Liao, KP Chow, X Lin, Y Wang - ACM Computing Surveys, 2024 - dl.acm.org
The mushroomed Deepfake synthetic materials circulated on the internet have raised a
profound social impact on politicians, celebrities, and individuals worldwide. In this survey …

[HTML][HTML] Deepfake detection in digital media forensics

VVVNS Vamsi, SS Shet, SSM Reddy, SS Rose… - Global Transitions …, 2022 - Elsevier
With the development of technology and ease of creation of fake content, the manipulation of
media is carried out on a large scale in recent times. The rise of AI altered videos or …

Dealing with deepfakes–an interdisciplinary examination of the state of research and implications for communication studies

A Godulla, CP Hoffmann, D Seibert - SCM Studies in …, 2021 - nomos-elibrary.de
Using artificial intelligence, it is becoming increasingly easy to create highly realistic but fake
video content-so-called deepfakes. As a result, it is no longer possible always to distinguish …