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Deepfakes generation and detection: a short survey
Z Akhtar - Journal of Imaging, 2023 - mdpi.com
Advancements in deep learning techniques and the availability of free, large databases
have made it possible, even for non-technical people, to either manipulate or generate …
have made it possible, even for non-technical people, to either manipulate or generate …
A systematic review of object detection from images using deep learning
The development of object detection has led to huge improvements in human interaction
systems. Object detection is a challenging task because it involves many parameters …
systems. Object detection is a challenging task because it involves many parameters …
Deepfakes and beyond: A survey of face manipulation and fake detection
The free access to large-scale public databases, together with the fast progress of deep
learning techniques, in particular Generative Adversarial Networks, have led to the …
learning techniques, in particular Generative Adversarial Networks, have led to the …
Deepfake catcher: Can a simple fusion be effective and outperform complex dnns?
Despite having completely different configurations deep learning architectures learn a
specific set of features that are common across architectures. For example the initial few …
specific set of features that are common across architectures. For example the initial few …
Mipgan—generating strong and high quality morphing attacks using identity prior driven gan
Face morphing attacks target to circumvent Face Recognition Systems (FRS) by employing
face images derived from multiple data subjects (eg, accomplices and malicious actors) …
face images derived from multiple data subjects (eg, accomplices and malicious actors) …
On the robustness of face recognition algorithms against attacks and bias
Face recognition algorithms have demonstrated very high recognition performance,
suggesting suitability for real world applications. Despite the enhanced accuracies …
suggesting suitability for real world applications. Despite the enhanced accuracies …
A video is worth more than 1000 lies. Comparing 3DCNN approaches for detecting deepfakes
Manipulated images and videos have become increasingly realistic due to the tremendous
progress of deep convolutional neural networks (CNNs). While technically intriguing, such …
progress of deep convolutional neural networks (CNNs). While technically intriguing, such …
Watching the BiG artifacts: Exposing DeepFake videos via Bi-granularity artifacts
Recent years have witnessed significant advances in AI-based face manipulation
techniques, known as DeepFakes, which has brought severe threats to society. Hence, an …
techniques, known as DeepFakes, which has brought severe threats to society. Hence, an …
Enhanced biometric template protection schemes for securing face recognition in IoT environment
With the increasing use of biometrics in Internet of Things (IoT)-based applications, it is
essential to ensure that biometric-based authentication systems are secure. Biometric …
essential to ensure that biometric-based authentication systems are secure. Biometric …
A hybrid CNN-LSTM approach for precision deepfake image detection based on transfer learning
OAHH Al-Dulaimi, S Kurnaz - Electronics, 2024 - mdpi.com
The detection of deepfake images and videos is a critical concern in social communication
due to the widespread utilization of deepfake techniques. The prevalence of these methods …
due to the widespread utilization of deepfake techniques. The prevalence of these methods …