Forgery in the Digital Age: A Survey on Deepfake Image Generation and Detection Methods

In the modern digital world, digital images are a primary medium for conversation and information exchange over various domains, including media platforms, forensic laboratories, health sciences, and judiciaries. However, the fast growth and approachability of digital art applications have made digital image modification remarkably smooth, bringing up issues about the genuineness of digital images, especially in the field where precision and veracity are crucial. This study reviews several image forgery techniques, with a special focus on deepfake technology. It highlights the key components, the dataset used for training and validation, and accuracy.

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Publication Details

Published
2025-05-29
DOI
https://doi.org/10.1109/netcrypt65877.2025.11102347
Primary Topic
Digital Media Forensic Detection
Type
article
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article

Forgery in the Digital Age: A Survey on Deepfake Image Generation and Detection Methods

Pawan Kumar Singh, Mukesh Kumar
Digital Media Forensic Detection
article

Forgery in the Digital Age: A Survey on Deepfake Image Generation and Detection Methods

Pawan Kumar Singh, Mukesh Kumar
article en

Abstract

In the modern digital world, digital images are a primary medium for conversation and information exchange over various domains, including media platforms, forensic laboratories, health sciences, and judiciaries. However, the fast growth and approachability of digital art applications have made digital image modification remarkably smooth, bringing up issues about the genuineness of digital images, especially in the field where precision and veracity are crucial. This study reviews several image forgery techniques, with a special focus on deepfake technology. It highlights the key components, the dataset used for training and validation, and accuracy.

Central University of Rajasthan (IN)
Openalex Percentile: Top 81%
Digital Media Forensic Detection
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