Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward
Easy access to audio-visual content on social media, combined with the availability of
modern tools such as Tensorflow or Keras, and open-source trained models, along with …
modern tools such as Tensorflow or Keras, and open-source trained models, along with …
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 …
FAMM: facial muscle motions for detecting compressed deepfake videos over social networks
As a face manipulation technique, the misuse of Deepfakes poses potential threats to the
state, society, and individuals. Several countermeasures have been proposed to reduce the …
state, society, and individuals. Several countermeasures have been proposed to reduce the …
Detecting deepfake videos based on spatiotemporal attention and convolutional LSTM
B Chen, T Li, W Ding - Information Sciences, 2022 - Elsevier
Fake face detection is in dilemma with the rapid development of face manipulation
technology. One way to improve the effectiveness of detector is to make full use of intra and …
technology. One way to improve the effectiveness of detector is to make full use of intra and …
Deepfake speech detection through emotion recognition: a semantic approach
In recent years, audio and video deepfake technology has advanced relentlessly, severely
impacting people's reputation and reliability. Several factors have facilitated the growing …
impacting people's reputation and reliability. Several factors have facilitated the growing …
Generation and detection of manipulated multimodal audiovisual content: Advances, trends and open challenges
Generative deep learning techniques have invaded the public discourse recently. Despite
the advantages, the applications to disinformation are concerning as the counter-measures …
the advantages, the applications to disinformation are concerning as the counter-measures …
Audio splicing detection and localization based on acquisition device traces
In recent years, the multimedia forensic community has put a great effort in develo**
solutions to assess the integrity and authenticity of multimedia objects, focusing especially …
solutions to assess the integrity and authenticity of multimedia objects, focusing especially …
An overview of recent work in media forensics: Methods and threats
In this paper, we review recent work in media forensics for digital images, video, audio
(specifically speech), and documents. For each data modality, we discuss synthesis and …
(specifically speech), and documents. For each data modality, we discuss synthesis and …
A literature review and perspectives in deepfakes: generation, detection, and applications
In the last few years, with the advancement of deep learning methods, especially Generative
Adversarial Networks (GANs) and Variational Auto-encoders (VAEs), fabricated content has …
Adversarial Networks (GANs) and Variational Auto-encoders (VAEs), fabricated content has …
A robust approach to multimodal deepfake detection
The widespread use of deep learning techniques for creating realistic synthetic media,
commonly known as deepfakes, poses a significant threat to individuals, organizations, and …
commonly known as deepfakes, poses a significant threat to individuals, organizations, and …