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Sourabh Kumar

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Review Open access Sep 2026

From algorithmic performance to ethical governance: a deployment-oriented framework for responsible healthcare AI

The proposed Lifecycle-Integrated Healthcare AI Governance Framework (LIHAG), a four-layer deployment-oriented governance model integrating technical robustness, ethical safeguards, regulatory compliance, regulatory compliance, and human oversight as interdependent dimensions of responsible AI deployment is proposed.

Shehu Mohammed, Neha Malhotra, Sourabh Kumar · 0 citations
Conference Aug 2026

Integrate Deep Learning and Image Processing to Improve Low-Contrast Medical Images: Advancements in Image Enhancement

Medical imaging is necessary for the diagnosis, treatment, and monitoring of sickness. Technology, background noise, and patient features can all contribute to low contrast in medical images. Diagnostic errors are caused by poor contrast, which obscures important anatomical structures and disease characteristics. To en...

B. Arivu Selvam, M. R. Al-Mousa, D. Gandhi et al. · 0 citations

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