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 …

On improving cross-dataset generalization of deepfake detectors

AV Nadimpalli, A Rattani - … of the IEEE/CVF conference on …, 2022 - openaccess.thecvf.com
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 …

Proactive deepfake detection using gan-based visible watermarking

AV Nadimpalli, A Rattani - ACM Transactions on Multimedia Computing …, 2024 - dl.acm.org
With the advances in generative adversarial networks (GAN), facial manipulations called
DeepFakes have caused major security risks and raised severe societal concerns. However …

Leveraging deep learning approaches for deepfake detection: A review

A Tiwari, R Dave, M Vanamala - … of the 2023 7th International Conference …, 2023 - dl.acm.org
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 …

GBDF: gender balanced deepfake dataset towards fair deepfake detection

AV Nadimpalli, A Rattani - International Conference on Pattern …, 2022 - Springer
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 …

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 …

Social media authentication and combating deepfakes using semi-fragile invisible image watermarking

AV Nadimpalli, A Rattani - Digital Threats: Research and Practice, 2024 - dl.acm.org
With the significant advances in deep generative models for image and video synthesis,
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 …

IEIRNet: Inconsistency Exploiting Based Identity Rectification for Face Forgery Detection

M Fang, L Yu, Y Song, Y Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Face forgery detection has attracted much attention due to the ever-increasing social
concerns caused by facial manipulation techniques. Recently, identity-based detection …

A Large-scale Interpretable Multi-modality Benchmark for Facial Image Forgery Localization

J Lian, L Liu, Y Wang, Y Wu, L Zhu, Z Zheng - arxiv preprint arxiv …, 2024 - arxiv.org
Image forgery localization, which centers on identifying tampered pixels within an image,
has seen significant advancements. Traditional approaches often model this challenge as a …