A systematic literature review on the effectiveness of deepfake detection techniques
L Stroebel, M Llewellyn, T Hartley, TS Ip… - Journal of Cyber …, 2023 - Taylor & Francis
With technological advances, the generation of deepfake material is now within reach of
those operating consumer-grade hardware. As a result, much research has been …
those operating consumer-grade hardware. As a result, much research has been …
On improving cross-dataset generalization of deepfake detectors
Facial manipulation by deep fake has caused major security risks and raised severe societal
concerns. As a countermeasure, a number of deep fake detection methods have been …
concerns. As a countermeasure, a number of deep fake detection methods have been …
Proactive deepfake detection using gan-based visible watermarking
With the advances in generative adversarial networks (GAN), facial manipulations called
DeepFakes have caused major security risks and raised severe societal concerns. However …
DeepFakes have caused major security risks and raised severe societal concerns. However …
Leveraging deep learning approaches for deepfake detection: A review
Conspicuous progression in the field of machine learning (ML) and deep learning (DL) have
led the jump of highly realistic fake media, these media oftentimes referred as deepfakes …
led the jump of highly realistic fake media, these media oftentimes referred as deepfakes …
GBDF: gender balanced deepfake dataset towards fair deepfake detection
Facial forgery by deepfakes has raised severe societal concerns. Several solutions have
been proposed by the vision community to effectively combat the misinformation on the …
been proposed by the vision community to effectively combat the misinformation on the …
A facial geometry based detection model for face manipulation using CNN-LSTM architecture
P Liang, G Liu, Z **ong, H Fan, H Zhu, X Zhang - Information Sciences, 2023 - Elsevier
This issue of DeepFake technique that may cause great threat to privacy, democracy, and
national security has attracted the attention of deep learning researchers. DeepFake …
national security has attracted the attention of deep learning researchers. DeepFake …
Social media authentication and combating deepfakes using semi-fragile invisible image watermarking
With the significant advances in deep generative models for image and video synthesis,
Deepfakes and manipulated media have raised severe societal concerns. Conventional …
Deepfakes and manipulated media have raised severe societal concerns. Conventional …
An exploratory study of masked face recognition with machine learning algorithms
M Pudyel, M Atay - SoutheastCon 2023, 2023 - ieeexplore.ieee.org
Automated face recognition is a widely adopted machine learning technology for contactless
identification of people in various processes such as automated border control, secure login …
identification of people in various processes such as automated border control, secure login …
IEIRNet: Inconsistency Exploiting Based Identity Rectification for Face Forgery Detection
Face forgery detection has attracted much attention due to the ever-increasing social
concerns caused by facial manipulation techniques. Recently, identity-based detection …
concerns caused by facial manipulation techniques. Recently, identity-based detection …
A Large-scale Interpretable Multi-modality Benchmark for Facial Image Forgery Localization
Image forgery localization, which centers on identifying tampered pixels within an image,
has seen significant advancements. Traditional approaches often model this challenge as a …
has seen significant advancements. Traditional approaches often model this challenge as a …