Deepfake detection: A systematic literature review

MS Rana, MN Nobi, B Murali, AH Sung - IEEE access, 2022 - ieeexplore.ieee.org
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 …

Deepfakestack: A deep ensemble-based learning technique for deepfake detection

MS Rana, AH Sung - 2020 7th IEEE international conference on …, 2020 - ieeexplore.ieee.org
Recent advances in technology have made the deep learning (DL) models available for use
in a wide variety of novel applications; for example, generative adversarial network (GAN) …

Limits of deepfake detection: A robust estimation viewpoint

S Agarwal, LR Varshney - arXiv preprint arXiv:1905.03493, 2019 - arxiv.org
Deepfake detection is formulated as a hypothesis testing problem to classify an image as
genuine or GAN-generated. A robust statistics view of GANs is considered to bound the error …

Deepfakes–Reality Under Threat?

MS Rana, M Solaiman, C Gudla… - 2024 IEEE 14th Annual …, 2024 - ieeexplore.ieee.org
In recent years, advances in technology, specifically in machine learning, artificial
intelligence, and deep learning, have made it possible to create highly convincing fake …

[PDF][PDF] Deepfake: la imagen en tiempos de la posverdad

JB Capistrán - Revista panamericana de comunicación, 2020 - redalyc.org
El deepfake es una especie mediática que evoluciona progresivamente como una amenaza
para los dicursos del hacer creer en tiempos de la posverdad. Este estudio tiene como …

[HTML][HTML] Imágenes falsas, efectos reales. Deepfakes como manifestaciones de la violencia política de género

A Barrientos-Báez, MTP Otero… - Revista Latina de …, 2024 - nuevaepoca.revistalatinacs.org
Introducción: El estudio aborda la problemática de los deepfakes y su efecto en la
percepción pública, destacando su evolución desde prácticas antiguas de manipulación …

Enhancing Global Security: A Robust CNN Model for Deepfake Video Detection

M Solaiman, MS Rana - 2024 7th International Conference on …, 2024 - ieeexplore.ieee.org
In recent years, the rapid advancements in machine learning (ML), artificial intelligence (AI),
and deep learning (DL) have ushered in a new era of sophistication in image and video …

Advanced Deepfake Detection using Machine Learning Algorithms: A Statistical Analysis and Performance Comparison

MS Rana, AH Sung - 2024 7th International Conference on …, 2024 - ieeexplore.ieee.org
As techniques and tools for synthetic media and Deepfakes continue to advance, it is
increasingly clear that video, audio and images can no longer be relied upon as truthful …

Analyzing and Detecting Android Malware and Deepfake

MS Rana - 2021 - aquila.usm.edu
Rapid advances in artificial intelligence (AI), machine learning (ML), and deep learning (DL)
over the past several decades have produced a variety of technologies and tools that …

Analysis of Deepfake Detection Techniques

B Puri, J Kumar, S Mukherjee - … International Conference on …, 2023 - ieeexplore.ieee.org
The proliferation of deepfakes, utilizing sophisticated machine learning algorithms to create
falsified media content, is a growing concern for society. This study aims to delve deeper into …