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 …
Artificial intelligence in the creative industries: a review
This paper reviews the current state of the art in artificial intelligence (AI) technologies and
applications in the context of the creative industries. A brief background of AI, and …
applications in the context of the creative industries. A brief background of AI, and …
Spatial-phase shallow learning: rethinking face forgery detection in frequency domain
The remarkable success in face forgery techniques has received considerable attention in
computer vision due to security concerns. We observe that up-sampling is a necessary step …
computer vision due to security concerns. We observe that up-sampling is a necessary step …
FakeAVCeleb: A novel audio-video multimodal deepfake dataset
While the significant advancements have made in the generation of deepfakes using deep
learning technologies, its misuse is a well-known issue now. Deepfakes can cause severe …
learning technologies, its misuse is a well-known issue now. Deepfakes can cause severe …
Combining efficientnet and vision transformers for video deepfake detection
Deepfakes are the result of digital manipulation to forge realistic yet fake imagery. With the
astonishing advances in deep generative models, fake images or videos are nowadays …
astonishing advances in deep generative models, fake images or videos are nowadays …
Avoid-df: Audio-visual joint learning for detecting deepfake
Recently, deepfakes have raised severe concerns about the authenticity of online media.
Prior works for deepfake detection have made many efforts to capture the intra-modal …
Prior works for deepfake detection have made many efforts to capture the intra-modal …
Dynamic graph learning with content-guided spatial-frequency relation reasoning for deepfake detection
With the springing up of face synthesis techniques, it is prominent in need to develop
powerful face forgery detection methods due to security concerns. Some existing methods …
powerful face forgery detection methods due to security concerns. Some existing methods …
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 …
Forgerynet: A versatile benchmark for comprehensive forgery analysis
The rapid progress of photorealistic synthesis techniques has reached at a critical point
where the boundary between real and manipulated images starts to blur. Thus …
where the boundary between real and manipulated images starts to blur. Thus …
Self-supervised video forensics by audio-visual anomaly detection
Manipulated videos often contain subtle inconsistencies between their visual and audio
signals. We propose a video forensics method, based on anomaly detection, that can …
signals. We propose a video forensics method, based on anomaly detection, that can …