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 …

Research trends, challenges, and emerging topics in digital forensics: A review of reviews

F Casino, TK Dasaklis, GP Spathoulas… - IEEE …, 2022 - ieeexplore.ieee.org
Due to its critical role in cybersecurity, digital forensics has received significant attention from
researchers and practitioners alike. The ever increasing sophistication of modern …

Voice-face homogeneity tells deepfake

H Cheng, Y Guo, T Wang, Q Li, X Chang… - ACM Transactions on …, 2023 - dl.acm.org
Detecting forgery videos is highly desirable due to the abuse of deepfake. Existing detection
approaches contribute to exploring the specific artifacts in deepfake videos and fit well on …

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 …

Deepfakes: current and future trends

ÁF Gambín, A Yazidi, A Vasilakos, H Haugerud… - Artificial Intelligence …, 2024 - Springer
Abstract Advances in Deep Learning (DL), Big Data and image processing have facilitated
online disinformation spreading through Deepfakes. This entails severe threats including …

An overview of recent work in media forensics: Methods and threats

K Bhagtani, AKS Yadav, ER Bartusiak, Z Xiang… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we review recent work in media forensics for digital images, video, audio
(specifically speech), and documents. For each data modality, we discuss synthesis and …

A comprehensive taxonomy on multimedia video forgery detection techniques: challenges and novel trends

W El-Shafai, MA Fouda, ESM El-Rabaie… - Multimedia Tools and …, 2024 - Springer
Thousands of videos are posted on websites and social media every day, including Twitter,
Facebook, WhatsApp, Instagram, and YouTube. Newspapers, law enforcement publications …

Digital video tampering detection and localization: Review, representations, challenges and algorithm

N Akhtar, M Saddique, K Asghar, UI Bajwa, M Hussain… - Mathematics, 2022 - mdpi.com
Digital videos are now low-cost, easy to capture and easy to share on social media due to
the common feature of video recording in smart phones and digital devices. However, with …

Add: Attention-based deepfake detection approach

A Khormali, JS Yuan - Big Data and Cognitive Computing, 2021 - mdpi.com
Recent advancements of Generative Adversarial Networks (GANs) pose emerging yet
serious privacy risks threatening digital media's integrity and trustworthiness, specifically …

Convolutional long short-term memory-based approach for deepfakes detection from videos

M Nawaz, A Javed, A Irtaza - Multimedia Tools and Applications, 2024 - Springer
The great development in the area of Artificial Intelligence (AI) has introduced tremendous
advancements in information technology. Moreover, the introduction of lightweight machine …