Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection
Sign Up to like & getrecommendations! Published in 2024 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-024-02054-2
Abstract: The deepfake threats to society and cybersecurity have provoked significant public apprehension, driving intensified efforts within the realm of deepfake video detection. Current video-level methods are mostly based on 3D CNNs resulting in high computational… read more here.
Keywords: detection; inconsistency; thumbnail layout; deepfake detection ... See more keywords
Enhancing multimodal deepfake detection with local–global feature integration and diffusion models
Sign Up to like & getrecommendations! Published in 2025 at "Signal, Image and Video Processing"
DOI: 10.1007/s11760-025-03970-7
Abstract: Deepfake detection has become a critical challenge nowadays with the rise of sophisticated generative techniques that manipulate audio-visual data. Existing methods primarily focus on lip movement synchronization using audio and visual features, often relying on… read more here.
Keywords: detection; local global; deepfake detection; feature ... See more keywords
ID-insensitive deepfake detection model based on multi-attention mechanism
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-96254-6
Abstract: Deepfake technology has enabled the widespread distribution of manipulated facial content online, raising serious societal concerns. In recent years, deepfake detection has emerged as a critical research focus. However, existing methods frequently overlook the connection… read more here.
Keywords: detection; detection model; attention; attention mechanism ... See more keywords
DeepFake Detection for Human Face Images and Videos: A Survey
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DOI: 10.1109/access.2022.3151186
Abstract: Techniques for creating and manipulating multimedia information have progressed to the point where they can now ensure a high degree of realism. DeepFake is a generative deep learning algorithm that creates or modifies face features… read more here.
Keywords: images videos; survey; detection; face images ... See more keywords
Deepfake Detection: A Systematic Literature Review
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DOI: 10.1109/access.2022.3154404
Abstract: Over the last few decades, rapid progress in AI, machine learning, and deep learning has resulted in new techniques and various tools for manipulating multimedia. Though the technology has been mostly used in legitimate applications… read more here.
Keywords: systematic literature; detection; literature review; deepfake detection ... See more keywords
Generalization of Forgery Detection With Meta Deepfake Detection Model
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2022.3232290
Abstract: Face forgery generating algorithms that produce a range of manipulated videos/images have developed quickly. Consequently, this causes an increase in the production of fake information, making it difficult to identify. Because facial manipulation technologies raise… read more here.
Keywords: meta deepfake; forgery detection; detection; model ... See more keywords
Improving Video Vision Transformer for Deepfake Video Detection Using Facial Landmark, Depthwise Separable Convolution and Self Attention
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3352890
Abstract: In this paper, we present our result of research in video deepfake detection. We built a deepfake detection system to detect whether a video is a deepfake or real. The deepfake detection algorithm still struggle… read more here.
Keywords: detection; system; video; deepfake detection ... See more keywords
Coexistence of Deepfake Defenses: Addressing the Poisoning Challenge
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DOI: 10.1109/access.2024.3353785
Abstract: As Generative Adversarial Networks advance, deepfakes have become increasingly realistic, thereby escalating societal, economic, and political threats. In confronting these heightened risks, the research community has identified two promising defensive strategies: proactive deepfake disruption and… read more here.
Keywords: detection; deepfake; detection accuracy; deepfake detection ... See more keywords
Beyond the Illusion: Ensemble Learning for Effective Voice Deepfake Detection
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DOI: 10.1109/access.2024.3457866
Abstract: Deepfake synthetic media, manipulated using artificial intelligence to mimic authenticity, has become more dangerous in the modern digital era. Despite significant progress in video deepfake detection, audio deepfake detection relies on specific datasets and machine… read more here.
Keywords: deepfake; deepfake detection; sub datasets; ensemble learning ... See more keywords
Empirical Assessment of Deepfake Detection: Advancing Judicial Evidence Verification Through Artificial Intelligence
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3480320
Abstract: Deepfake technology poses a profound challenge to the integrity of facial evidence in criminal justice, threatening the authenticity and admissibility of such evidence in the courtroom. In this research, a specialized deepfake detection system tailored… read more here.
Keywords: deepfake; system; deepfake detection; evidence ... See more keywords
Meta-Learning With Relation Embedding for Few-Shot Deepfake Detection
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3499353
Abstract: The generation of facial images via generative models has gained significant popularity, while the task of discriminating between authentic and synthetic faces has proven to be increasingly challenging. This challenge is exacerbated when novel generative… read more here.
Keywords: relation embedding; meta; deepfake detection; shot deepfake ... See more keywords