Gan-generated faces detection: A survey and new perspectives

X Wang, H Guo, S Hu, MC Chang, S Lyu - ECAI 2023, 2023 - ebooks.iospress.nl
Abstract Generative Adversarial Networks (GAN) have led to the generation of very realistic
face images, which have been used in fake social media accounts and other disinformation …

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 …

Eyes tell all: Irregular pupil shapes reveal gan-generated faces

H Guo, S Hu, X Wang, MC Chang… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Generative adversarial network (GAN) generated high-realistic human faces are visually
challenging to discern from real ones. They have been used as profile images for fake social …

Auguring fake face images using dual input convolution neural network

M Bhandari, A Neupane, S Mallik, L Gaur, H Qin - Journal of Imaging, 2022 - mdpi.com
Deepfake technology uses auto-encoders and generative adversarial networks to replace or
artificially construct fine-tuned faces, emotions, and sounds. Although there have been …

My face my choice: Privacy enhancing deepfakes for social media anonymization

UA Ciftci, G Yuksek, I Demir - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Recently, productization of face recognition and identification algorithms have become the
most controversial topic about ethical AI. As new policies around digital identities are …

Double Face: Leveraging User Intelligence to Characterize and Recognize {AI-synthesized} Faces

M Joslin, X Wang, S Hao - 33rd USENIX Security Symposium (USENIX …, 2024 - usenix.org
Artificial Intelligence (AI) techniques have advanced to generate face images of nonexistent
yet photorealistic persons. Despite positive applications, AI-synthesized faces have been …

Towards universal gan image detection

D Cozzolino, D Gragnaniello, G Poggi… - … Conference on Visual …, 2021 - ieeexplore.ieee.org
The ever higher quality and wide diffusion of fake images have spawn a quest for reliable
forensic tools. Many GAN image detectors have been proposed, recently. In real world …

Open-eye: An open platform to study human performance on identifying ai-synthesized faces

H Guo, S Hu, X Wang, MC Chang… - 2022 IEEE 5th …, 2022 - ieeexplore.ieee.org
Al-synthesized faces are visually challenging to discern from real ones. They have been
used as profile images for fake social media accounts, which leads to high negative social …

AI-generated faces in the real world: a large-scale case study of twitter profile images

J Ricker, D Assenmacher, T Holz, A Fischer… - Proceedings of the 27th …, 2024 - dl.acm.org
Recent advances in the field of generative artificial intelligence (AI) have blurred the lines
between authentic and machine-generated content, making it almost impossible for humans …

Future trends in digital face manipulation and detection

R Tolosana, C Rathgeb, R Vera-Rodriguez… - Handbook of Digital …, 2022 - Springer
Recently, digital face manipulation and its detection have sparked large interest in industry
and academia around the world. Numerous approaches have been proposed in the …