September 5, 2025Open Access

A Comprehensive Study on Encrypted Medical Image Inference Using AES, RSA, and Homomorphic Encryption Using AES, RSA, and Homomorphic Encryption

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This research demonstrates improved performance in encrypted medical imaging, suggesting enhanced data privacy through AES and RSA methods.

A substantial level of security was achieved with minimal performance overhead during medical image inference.
Encryption methods like AES and RSA were utilized to enhance the privacy of medical imaging data throughout its processing.
The system's performance was assessed based on accuracy, latency, throughput, and resistance to inference attacks.
Experiments showed that using homomorphic encryption in AI diagnostics can protect sensitive information during inference.

Keerthana et al. (2025) studied this question.

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September 5, 2025Open Access

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Authors

This research demonstrates improved performance in encrypted medical imaging, suggesting enhanced data privacy through AES and RSA methods.

A substantial level of security was achieved with minimal performance overhead during medical image inference.
Encryption methods like AES and RSA were utilized to enhance the privacy of medical imaging data throughout its processing.
The system's performance was assessed based on accuracy, latency, throughput, and resistance to inference attacks.
Experiments showed that using homomorphic encryption in AI diagnostics can protect sensitive information during inference.

Keerthana et al. (2025) studied this question.

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