Exploring the Deepfake Dilemma and the Evolution of Detection Techniques

Deep learning generative models have seen a rise in their usage by technology experts and cybercriminals alike. It has become a big social issue, and its significance is expected to grow exponentially in upcoming times. As a result, the need for investment in Deepfake detection techniques is imperative. Specifically, image manipulation using deepfake techniques is easier and has a wider impact on the digital world. This paper aims to review currently available technology to deal with this pressing issue. We report the details of examined works and shortcomings. Furthermore, various research is reviewed, relevant to the topic dealt with in this paper.

Authors

Publication Details

Journal
Journal of Information Systems Engineering & Management
Published
2025-03-28
DOI
https://doi.org/10.52783/jisem.v10i26s.4213
Primary Topic
Digital Media Forensic Detection
Type
article
Field-Weighted Citation Impact
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article

Exploring the Deepfake Dilemma and the Evolution of Detection Techniques

Charanjeet Dadiyala
Journal of Information Systems Engineering & Management
Digital Media Forensic Detection
article

Exploring the Deepfake Dilemma and the Evolution of Detection Techniques

Charanjeet Dadiyala
article en

Abstract

Deep learning generative models have seen a rise in their usage by technology experts and cybercriminals alike. It has become a big social issue, and its significance is expected to grow exponentially in upcoming times. As a result, the need for investment in Deepfake detection techniques is imperative. Specifically, image manipulation using deepfake techniques is easier and has a wider impact on the digital world. This paper aims to review currently available technology to deal with this pressing issue. We report the details of examined works and shortcomings. Furthermore, various research is reviewed, relevant to the topic dealt with in this paper.

Journal of Information Systems Engineering & ManagementVol. 10(26s)
Openalex Percentile: Top 95%
Digital Media Forensic Detection
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Exploring the Deepfake Dilemma and the Evolution of Detection Techniques — Charanjeet Dadiyala · Journal of Information Systems Engineering & Management (2025) | TGRS Research Map | TGRS