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[HTML][HTML] Deepfake attacks: Generation, detection, datasets, challenges, and research directions
Recent years have seen a substantial increase in interest in deepfakes, a fast-develo**
field at the nexus of artificial intelligence and multimedia. These artificial media creations …
field at the nexus of artificial intelligence and multimedia. These artificial media creations …
Hierarchical fine-grained image forgery detection and localization
Differences in forgery attributes of images generated in CNN-synthesized and image-editing
domains are large, and such differences make a unified image forgery detection and …
domains are large, and such differences make a unified image forgery detection and …
Tall: Thumbnail layout for deepfake video detection
The growing threats of deepfakes to society and cybersecurity have raised enormous public
concerns, and increasing efforts have been devoted to this critical topic of deepfake video …
concerns, and increasing efforts have been devoted to this critical topic of deepfake video …
Evading deepfake detectors via adversarial statistical consistency
In recent years, as various realistic face forgery techniques known as DeepFake improves
by leaps and bounds, more and more DeepFake detection techniques have been proposed …
by leaps and bounds, more and more DeepFake detection techniques have been proposed …
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 …
Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms
As the GAN-based face image and video generation techniques, widely known as
DeepFakes, have become more and more matured and realistic, there comes a pressing …
DeepFakes, have become more and more matured and realistic, there comes a pressing …
Fakespotter: A simple yet robust baseline for spotting ai-synthesized fake faces
In recent years, generative adversarial networks (GANs) and its variants have achieved
unprecedented success in image synthesis. They are widely adopted in synthesizing facial …
unprecedented success in image synthesis. They are widely adopted in synthesizing facial …
Datasets, clues and state-of-the-arts for multimedia forensics: An extensive review
With the large chunks of social media data being created daily and the parallel rise of
realistic multimedia tampering methods, detecting and localising tampering in images and …
realistic multimedia tampering methods, detecting and localising tampering in images and …
A GAN-based model of deepfake detection in social media
Abstract DeepFake uses Generative+ Adversarial Network for successfully switching the
identities of two people. Large public databases and deep learning methods are now rapidly …
identities of two people. Large public databases and deep learning methods are now rapidly …
Design an efficient VARMA LSTM GRU model for identification of deep-fake images via dynamic window-based spatio-temporal analysis
With the increasing availability of sophisticated deep learning techniques, the production of
manipulated images, videos, and audios, commonly known as deep-fakes, has become …
manipulated images, videos, and audios, commonly known as deep-fakes, has become …