Deepfakes and beyond: A survey of face manipulation and fake detection

R Tolosana, R Vera-Rodriguez, J Fierrez, A Morales… - Information …, 2020 - Elsevier
The free access to large-scale public databases, together with the fast progress of deep
learning techniques, in particular Generative Adversarial Networks, have led to the …

Digital face manipulation creation and detection: A systematic review

M Dang, TN Nguyen - Electronics, 2023 - mdpi.com
The introduction of publicly available large-scale datasets and advances in generative
adversarial networks (GANs) have revolutionized the generation of hyper-realistic facial …

Mipgan—generating strong and high quality morphing attacks using identity prior driven gan

H Zhang, S Venkatesh, R Ramachandra… - … and Identity Science, 2021 - ieeexplore.ieee.org
Face morphing attacks target to circumvent Face Recognition Systems (FRS) by employing
face images derived from multiple data subjects (eg, accomplices and malicious actors) …

Fighting deepfake by exposing the convolutional traces on images

L Guarnera, O Giudice, S Battiato - IEEE Access, 2020 - ieeexplore.ieee.org
Advances in Artificial Intelligence and Image Processing are changing the way people
interacts with digital images and video. Widespread mobile apps like FACEAPP make use of …

Fighting deepfakes by detecting gan dct anomalies

O Giudice, L Guarnera, S Battiato - Journal of Imaging, 2021 - mdpi.com
To properly contrast the Deepfake phenomenon the need to design new Deepfake detection
algorithms arises; the misuse of this formidable AI technology brings serious consequences …

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 …

Desi: Deepfake source identifier for social media

K Narayan, H Agarwal, S Mittal… - Proceedings of the …, 2022 - openaccess.thecvf.com
Social media holds the power to influence a significant change in the population. Through
social media, people all around the world can connect and share their views. However, this …

Detection, attribution and localization of gan generated images

M Goebel, L Nataraj, T Nanjundaswamy… - arXiv preprint arXiv …, 2020 - arxiv.org
Recent advances in Generative Adversarial Networks (GANs) have led to the creation of
realistic-looking digital images that pose a major challenge to their detection by humans or …

Deephy: On deepfake phylogeny

K Narayan, H Agarwal, K Thakral… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
Deepfake refers to tailored and synthetically generated videos which are now prevalent and
spreading on a large scale, threatening the trustworthiness of the information available …

[PDF][PDF] Detection of AI-generated synthetic faces

D Gragnaniello, F Marra… - Handbook of digital face …, 2022 - library.oapen.org
In recent years there have been astonishing advances in AI-based synthetic media
generation. Thanks to deep learning methods it is now possible to generate visual data with …