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Analysis survey on deepfake detection and recognition with convolutional neural networks
Deep Learning (DL) is the most efficient technique to handle a wide range of challenging
problems such as data analytics, diagnosing diseases, detecting anomalies, etc. The …
problems such as data analytics, diagnosing diseases, detecting anomalies, etc. The …
Digital image integrity–a survey of protection and verification techniques
P Korus - Digital Signal Processing, 2017 - Elsevier
We are currently on a verge of a revolution in digital photography. Developments in
computational imaging and adoption of artificial intelligence have spawned new editing …
computational imaging and adoption of artificial intelligence have spawned new editing …
Leveraging frequency analysis for deep fake image recognition
Deep neural networks can generate images that are astonishingly realistic, so much so that
it is often hard for humans to distinguish them from actual photos. These achievements have …
it is often hard for humans to distinguish them from actual photos. These achievements have …
Deepfake video detection using recurrent neural networks
In recent months a machine learning based free software tool has made it easy to create
believable face swaps in videos that leaves few traces of manipulation, in what are known …
believable face swaps in videos that leaves few traces of manipulation, in what are known …
Attributing fake images to gans: Learning and analyzing gan fingerprints
Abstract Recent advances in Generative Adversarial Networks (GANs) have shown
increasing success in generating photorealistic images. But they also raise challenges to …
increasing success in generating photorealistic images. But they also raise challenges to …
Faceforensics: A large-scale video dataset for forgery detection in human faces
With recent advances in computer vision and graphics, it is now possible to generate videos
with extremely realistic synthetic faces, even in real time. Countless applications are …
with extremely realistic synthetic faces, even in real time. Countless applications are …
Towards the detection of diffusion model deepfakes
Diffusion models (DMs) have recently emerged as a promising method in image synthesis.
However, to date, only little attention has been paid to the detection of DM-generated …
However, to date, only little attention has been paid to the detection of DM-generated …
Faceforensics++: Learning to detect manipulated facial images
The rapid progress in synthetic image generation and manipulation has now come to a point
where it raises significant concerns for the implications towards society. At best, this leads to …
where it raises significant concerns for the implications towards society. At best, this leads to …
MFC datasets: Large-scale benchmark datasets for media forensic challenge evaluation
We provide a benchmark for digital Media Forensics Challenge (MFC) evaluations. Our
comprehensive data comprises over 176,000 high provenance (HP) images and 11,000 HP …
comprehensive data comprises over 176,000 high provenance (HP) images and 11,000 HP …
Face forgery detection by 3d decomposition
Detecting digital face manipulation has attracted extensive attention due to the potential
harms of fake media to the public. However, recent advances have been able to reduce the …
harms of fake media to the public. However, recent advances have been able to reduce the …