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M. Umair

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Preprint Sep 2026

MIRAGE: Full-Body Bystander Privacy for Smart Glasses with Consent-Based Restoration

Video recording on smart glasses exposes more than faces. Continuous capture reveals full-body biometric signatures, including gait, posture, and silhouette, that enable person re-identification (ReID) even after conventional face sanitization. We present MIRAGE, a three-tier architecture for privacy-preserving smart g...

Muhammad Umair, M. Maqbool, Fatima Arshad Cheema et al. · 0 citations
Review Open access 2026

Explainable and Trustworthy AI in Oncology: A Systematic Review Across Major Organ Systems

A comprehensive overview of eXplainable AI techniques applied in the diagnosis of cancer in nine major organs, including the lungs, skin, brain, breast, gastrointestinal, colorectal, kidney, prostate, and ovary is provided.

Muhammad Hassan, Muhammad Zubair, Rozeena Ibrahim et al. · 0 citations
#natural language process... Preprint Sep 2026

Using Semantic Uncertainty to Estimate Transition Relevance in Turn-taking

Turn-taking is a fundamental mechanism that governs when interlocutors speak and listen. Although Spoken Dialogue Systems (SDS) exploit a range of linguistic, acoustic, and non-verbal cues, they produce ill-timed responses in unscripted interaction. A central challenge is anticipating Transition Relevance Places (TRPs)...

Muhammad Umair, J. D. de Ruiter · 0 citations
Open access 2026

Towards Effective Noise Removal and Visual Enhancement Using CILA-SegNet for Color Casting and Illumination Distortions in Underwater Images

A deep learning based framework using MSRCC-Net by adding Adaptive Feature Decoupling Module (AFDM) and Hierarchical Feature Encoder (HFE) as novelty to correct color imbalance while simultaneously normalizing illumination variations and produces visually coherent, high-quality underwater images suitable for real-world...

Ishmal Nayab, M. Umair, Maham Mehr et al. · 0 citations

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