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Author

M. Z. Mehmood

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Review Aug 2026

Advances in semi and self-supervised learning techniques for cross-domain visual inspection tools

This review critically synthesizes recent advancements in label-efficient learning paradigms and examines how these techniques address challenges such as occlusion, clutter, limited annotations, and domain variability, as well as identifying the current research that has been made possible through recent advances in SS...

Saad Mazhar Khan, Imran Shafi, M. Z. Mehmood et al. · 0 citations
Open access Jul 2026

From Bug Reports to Code Quality: A Transformer-Based Classification Approach Using CodeBERT

A transformer-based classification framework that fine-tunes CodeBERT on a balanced dataset of 25,000+ bug-report segments drawn from four Apache projects is proposed and CodeBERT is the best-performing transformer in this comparison.

Kanwal Naz, Imran Shafi, M. Z. Mehmood et al. · 0 citations

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