A survey of machine learning techniques in adversarial image forensics
Image forensic plays a crucial role in both criminal investigations (eg, dissemination of fake
images to spread racial hate or false narratives about specific ethnicity groups or political …
images to spread racial hate or false narratives about specific ethnicity groups or political …
Cifake: Image classification and explainable identification of ai-generated synthetic images
Recent advances in synthetic data have enabled the generation of images with such high
quality that human beings cannot distinguish the difference between real-life photographs …
quality that human beings cannot distinguish the difference between real-life photographs …
Countering malicious deepfakes: Survey, battleground, and horizon
The creation or manipulation of facial appearance through deep generative approaches,
known as DeepFake, have achieved significant progress and promoted a wide range of …
known as DeepFake, have achieved significant progress and promoted a wide range of …
[PDF][PDF] An overview on the generation and detection of synthetic and manipulated satellite images
Due to the reduction of technological costs and the increase of satellite launches, satellite
images are becoming more popular and easier to obtain. Besides serving benevolent …
images are becoming more popular and easier to obtain. Besides serving benevolent …
Exposing fake images generated by text-to-image diffusion models
Text-to-image diffusion models (DM) have posed unprecedented challenges to the
authenticity and integrity of digital images, which makes the detection of computer …
authenticity and integrity of digital images, which makes the detection of computer …
Preliminary forensics analysis of deepfake images
One of the most terrifying phenomenon nowadays is the Deepfake: the possibility to
automatically replace a person's face in images and videos by exploiting algorithms based …
automatically replace a person's face in images and videos by exploiting algorithms based …
Unsupervised generative fake image detector
Recently, the rapid advancement of generative model has led to its exploitation by malicious
actors who employ it to fabricate fake synthetic images. Meanwhile, the deceptive images …
actors who employ it to fabricate fake synthetic images. Meanwhile, the deceptive images …
[PDF][PDF] Detection of AI-generated synthetic faces
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 …
generation. Thanks to deep learning methods it is now possible to generate visual data with …
Exposing unseen GAN-generated image using unsupervised domain adaptation
Benefiting from the tremendous success of Generative Adversarial Networks (GANs), we are
entering a world where it will be increasingly difficult for people to distinguish whether an …
entering a world where it will be increasingly difficult for people to distinguish whether an …
Generative adversarial networks in cybersecurity: Analysis and response
Cybersecurity is one of the key problems of the twenty-first century, as the digital
environment has already become equally important to the real world, and in some situations …
environment has already become equally important to the real world, and in some situations …