How generative adversarial networks promote the development of intelligent transportation systems: A survey

H Lin, Y Liu, S Li, X Qu - IEEE/CAA journal of automatica sinica, 2023 - ieeexplore.ieee.org
In current years, the improvement of deep learning has brought about tremendous changes:
As a type of unsupervised deep learning algorithm, generative adversarial networks (GANs) …

Preserving fairness generalization in deepfake detection

L Lin, X He, Y Ju, X Wang, F Ding… - Proceedings of the …, 2024 - openaccess.thecvf.com
Although effective deepfake detection models have been developed in recent years recent
studies have revealed that these models can result in unfair performance disparities among …

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 …

Improving fairness in deepfake detection

Y Ju, S Hu, S Jia, GH Chen… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Despite the development of effective deepfake detectors in recent years, recent studies have
demonstrated that biases in the data used to train these detectors can lead to disparities in …

The face deepfake detection challenge

L Guarnera, O Giudice, F Guarnera, A Ortis, G Puglisi… - Journal of …, 2022 - mdpi.com
Multimedia data manipulation and forgery has never been easier than today, thanks to the
power of Artificial Intelligence (AI). AI-generated fake content, commonly called Deepfakes …

Discovering interpretable directions in the semantic latent space of diffusion models

R Haas, I Huberman-Spiegelglas… - 2024 IEEE 18th …, 2024 - ieeexplore.ieee.org
Denoising Diffusion Models (DDMs) have emerged as a strong competitor to Generative
Adversarial Networks (GANs). However, despite their widespread use in image synthesis …

Autosplice: A text-prompt manipulated image dataset for media forensics

S Jia, M Huang, Z Zhou, Y Ju… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent advancements in language-image models have led to the development of highly
realistic images that can be generated from textual descriptions. However, the increased …

Fusing global and local features for generalized ai-synthesized image detection

Y Ju, S Jia, L Ke, H Xue, K Nagano… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
With the development of the Generative Adversarial Networks (GANs) and DeepFakes, AI-
synthesized images are now of such high quality that humans can hardly distinguish them …

Glff: Global and local feature fusion for ai-synthesized image detection

Y Ju, S Jia, J Cai, H Guan, S Lyu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the rapid development of deep generative models (such as Generative Adversarial
Networks and Diffusion models), AI-synthesized images are now of such high quality that …

[PDF][PDF] Tactics, Threats & Targets: Modeling Disinformation and its Mitigation.

MS Mirza, L Begum, L Niu, S Pardo, A Abouzied… - NDSS, 2023 - ndss-symposium.org
Disinformation can be used to sway public opinion toward a certain political or economic
direction, adversely impact public health, and mobilize groups to engage in violent …