Neural Network-Driven Cryptographic Frameworks: Enhancing Image Security Through AI-Based Algorithm

Q: How many days will it take for my paper to be published?

The review time for papers is not fixed. However, if the paper is accepted and the author completes the processing charges formalities, the paper will be published within a few working days.

Q: I would like to receive a hard copy of the journal materials. Are there any additional charges?

You can log in to the author portal and pay 500 INR to receive the hard copy materials.

Atharva Kulkarni

Neural Network-Driven Cryptographic Frameworks: Enhancing Image Security Through AI-Based Algorithm

Authors: Atharva Kulkarni

Unique Paper ID: 172383
Volume: 11
Issue: 8
PageNo: 3059-3076

Keywords: Neural Networks Image Encryption Cryptographic Systems Machine Learning Data Security Artificial Intelligence Structural Similarity Index Measure (SSIM) Statistical Attack Resistance Differential Attack Resistance Advanced Cryptography.

Abstract:
In an era where the proliferation of digital imagery over insecure networks grows exponentially, robust cryptographic systems are essential to safeguard sensitive visual data. This paper introduces an innovative cryptographic framework leveraging artificial neural networks (ANNs) to enhance image encryption and security. The proposed system integrates machine learning and advanced cryptographic algorithms to achieve superior resistance against traditional and emerging cyber threats. We evaluate the system's performance using Structural Similarity Index Measure (SSIM), entropy, and computational efficiency. Experimental results demonstrate significant advancements in encryption strength, efficiency, and resilience against statistical and differential attacks, showcasing the potential of neural network-driven systems to redefine standards in image security.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 8
PageNo: 3059-3076

Neural Network-Driven Cryptographic Frameworks: Enhancing Image Security Through AI-Based Algorithm

Available:https://ijirt.org/article?manuscript=172383

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now