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 video detection using convolutional vision transformer

D Wodajo, S Atnafu - ar** deepfake techniques are widely spread, generating a significant
number of highly realistic fake videos that threaten the privacy of people and countries. Due …

Towards solving the deepfake problem: An analysis on improving deepfake detection using dynamic face augmentation

S Das, S Seferbekov, A Datta… - Proceedings of the …, 2021 - openaccess.thecvf.com
In this paper, we focus on identifying the limitations and shortcomings of existing deepfake
detection frameworks. We identified some key problems surrounding deepfake detection …

A Comprehensive Review of DeepFake Detection Using Advanced Machine Learning and Fusion Methods

G Gupta, K Raja, M Gupta, T Jan, ST Whiteside… - Electronics, 2023 - mdpi.com
Recent advances in Generative Artificial Intelligence (AI) have increased the possibility of
generating hyper-realistic DeepFake videos or images to cause serious harm to vulnerable …

Data augmentation-based novel deep learning method for deepfaked images detection

F Iqbal, A Abbasi, AR Javed, A Almadhor… - ACM Transactions on …, 2024 - dl.acm.org
Recent advances in artificial intelligence have led to deepfake images, enabling users to
replace a real face with a genuine one. deepfake images have recently been used to malign …

A machine learning based approach for deepfake detection in social media through key video frame extraction

A Mitra, SP Mohanty, P Corcoran, E Kougianos - SN Computer Science, 2021 - Springer
In the last few years, with the advent of deepfake videos, image forgery has become a
serious threat. In a deepfake video, a person's face, emotion or speech are replaced by …

DFDT: an end-to-end deepfake detection framework using vision transformer

A Khormali, JS Yuan - Applied Sciences, 2022 - mdpi.com
The ever-growing threat of deepfakes and large-scale societal implications has propelled
the development of deepfake forensics to ascertain the trustworthiness of digital media. A …

Real-time advanced computational intelligence for deep fake video detection

N Bansal, T Aljrees, DP Yadav, KU Singh, A Kumar… - Applied Sciences, 2023 - mdpi.com
As digitization is increasing, threats to our data are also increasing at a faster pace.
Generating fake videos does not require any particular type of knowledge, hardware …