Deepfake DEEPFAKE AND AI-GENERATED IMAGE DETECTION SYSTEM

Iskand Wadhwa; Yash Choudhary; Prerna Chauhan; Anjali Singh; Sambit Sathua; Shaffy Bains

doi:10.36948/ijfmr.2025.v07i02.42245

Deepfake DEEPFAKE AND AI-GENERATED IMAGE DETECTION SYSTEM

Author(s)	Ms. Iskand Wadhwa, Mr. Yash Choudhary, Ms. Prerna Chauhan, Ms. Anjali Singh, Mr. Sambit Sathua, Prof. Shaffy Bains
Country	India
Abstract	The rapid advancement of deep learning and gen- erative artificial intelligence (AI) has led to the proliferation of deepfake and AI-generated images, posing significant challenges to digital media integrity, security, and trust. These technologies, while beneficial in creative and entertainment domains, have also been exploited for malicious purposes, including misinfor- mation, identity theft, and fraud. To address these concerns, this research proposes a robust and scalable Deepfake and AI-Generated Image Detection System. Leveraging state-of-the- art machine learning techniques, including convolutional neural networks (CNNs), generative adversarial network (GAN) dis- criminators, and transformer-based architectures, the system is designed to identify subtle artifacts and inconsistencies inherent in synthetic media. The proposed framework incorporates multi- modal analysis, combining visual, spatial, and frequency-domain features to enhance detection accuracy. Additionally, the system is trained on a diverse and comprehensive dataset comprising both publicly available and custom-generated deepfake and AI-generated images to ensure generalizability across various manipulation techniques. Experimental results demonstrate the system’s effectiveness in achieving high precision and recall rates, outperforming existing detection methods. This research con- tributes to the ongoing efforts to combat digital misinformation and uphold the authenticity of visual media in the age of AI.
Keywords	component, formatting, style, styling, insert
Field	Engineering
Published In	Volume 7, Issue 2, March-April 2025
Published On	2025-04-20
DOI	https://doi.org/10.36948/ijfmr.2025.v07i02.42245

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Deepfake DEEPFAKE AND AI-GENERATED IMAGE DETECTION SYSTEM

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