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 …
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 …
A survey on the detection and impacts of deepfakes in visual, audio, and textual formats
In the rapidly evolving digital landscape, the generation of fake visual, audio, and textual
content poses a significant threat to the trust of society, political stability, and integrity of …
content poses a significant threat to the trust of society, political stability, and integrity of …
AVFakeNet: A unified end-to-end Dense Swin Transformer deep learning model for audio–visual deepfakes detection
Recent advances in the field of machine learning and social media platforms facilitate the
creation and rapid dissemination of realistic fake content (ie, images, videos, audios) …
creation and rapid dissemination of realistic fake content (ie, images, videos, audios) …
Deepfakes detection with automatic face weighting
Altered and manipulated multimedia is increasingly present and widely distributed via social
media platforms. Advanced video manipulation tools enable the generation of highly …
media platforms. Advanced video manipulation tools enable the generation of highly …
MSTA-Net: Forgery detection by generating manipulation trace based on multi-scale self-texture attention
Lots of Deepfake videos are circulating on the Internet, which not only damages the
personal rights of the forged individual, but also pollutes the web environment. What's …
personal rights of the forged individual, but also pollutes the web environment. What's …
Seeing is believing: Exploring perceptual differences in deepfake videos
With AI on the boom, DeepFakes have emerged as a tool with a massive potential for abuse.
The hyper-realistic imagery of these manipulated videos coupled with the expedited delivery …
The hyper-realistic imagery of these manipulated videos coupled with the expedited delivery …
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 …
ResNet-Swish-Dense54: a deep learning approach for deepfakes detection
Abstract Development in artificial intelligence has brought a new revolution to technologies
and approaches that have been employed for malicious purposes specifically after the …
and approaches that have been employed for malicious purposes specifically after the …
Emergence of deepfakes and video tampering detection approaches: A survey
Digital content, particularly the digital videos recorded at specific angle, though, provides a
truthful picture of reality but the widespread proliferation of easy-to-use content editing …
truthful picture of reality but the widespread proliferation of easy-to-use content editing …