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Media forensics and deepfakes: an overview
L Verdoliva - IEEE journal of selected topics in signal …, 2020 - ieeexplore.ieee.org
With the rapid progress in recent years, techniques that generate and manipulate
multimedia content can now provide a very advanced level of realism. The boundary …
multimedia content can now provide a very advanced level of realism. The boundary …
Digital image forgery detection using passive techniques: A survey
Today manipulation of digital images has become easy due to powerful computers,
advanced photo-editing software packages and high resolution capturing devices. Verifying …
advanced photo-editing software packages and high resolution capturing devices. Verifying …
Generalizing face forgery detection with high-frequency features
Current face forgery detection methods achieve high accuracy under the within-database
scenario where training and testing forgeries are synthesized by the same algorithm …
scenario where training and testing forgeries are synthesized by the same algorithm …
Deepfakes and beyond: A survey of face manipulation and fake detection
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 …
learning techniques, in particular Generative Adversarial Networks, have led to the …
Deeperforensics-1.0: A large-scale dataset for real-world face forgery detection
We present our on-going effort of constructing a large-scale benchmark for face forgery
detection. The first version of this benchmark, DeeperForensics-1.0, represents the largest …
detection. The first version of this benchmark, DeeperForensics-1.0, represents the largest …
DeepFake detection for human face images and videos: A survey
Techniques for creating and manipulating multimedia information have progressed to the
point where they can now ensure a high degree of realism. DeepFake is a generative deep …
point where they can now ensure a high degree of realism. DeepFake is a generative deep …
Hybrid lstm and encoder–decoder architecture for detection of image forgeries
With advanced image journaling tools, one can easily alter the semantic meaning of an
image by exploiting certain manipulation techniques such as copy clone, object splicing …
image by exploiting certain manipulation techniques such as copy clone, object splicing …
Image forgery detection: a survey of recent deep-learning approaches
M Zanardelli, F Guerrini, R Leonardi… - Multimedia Tools and …, 2023 - Springer
In the last years, due to the availability and easy of use of image editing tools, a large
amount of fake and altered images have been produced and spread through the media and …
amount of fake and altered images have been produced and spread through the media and …
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 …
Multimodal fake news detection on social media: a survey of deep learning techniques
The escalation of false information related to the massive use of social media has become a
challenging problem, and significant is the effort of the research community in providing …
challenging problem, and significant is the effort of the research community in providing …