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Author

Soumitra Kumar Mandal

2 papers indexed here

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Review Open access 2025

A Comprehensive Framework for Perceptual Quality Assessment in AI-Based Image Compression

Perceptual quality assessment has become the central bottleneck in the design, evaluation, and deployment of artificial-intelligence-based image compression systems. Classical signal-fidelity measures such as mean squared error (MSE) and peak signal-to-noise ratio (PSNR) correlate poorly with human judgment. Learned co...

Mahesh Boddu, Soumitra Kumar Mandal · 0 citations
Open access 2026

Smart IoT Devices Using AI-Based Energy-Efficient Edge Computing Architecture

As the number of IoT-connected smart objects, including environmental, wearable, smart-home, and industrial sensors, keeps growing, delivering low-latency, privacy-preserving intelligence at the network edge is no longer just convenient; it is becoming a requirement. Conventional edge deployments typically rely on fixe...

Sayamuddin Ahmed Jilani, Soumitra Kumar Mandal · 0 citations

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