Author

Muhammad Tahir Naseem

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Review Open access Sep 2026

Root-Zone Engineering in Closed Soilless Horticulture: From Plant Physiology to Sensor-Guided Control

Soilless systems are increasingly important in protected horticulture because they improve water and nutrient-use efficiency, support year-round production, and reduce dependence on field conditions. However, the root zone is still commonly managed as a passive nutrient reservoir using mainly electrical conductivity an...

Muhammad Tahir Naseem, W. Zaman · Horticulturae · 0 citations

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. · International Journal of Mac... · 0 citations

Review Open access Jul 2026

Visible–Infrared Image Fusion for Computer Vision: A Review of Datasets and Fusion Strategies in Object Detection and Facial-Expression Recognition

The need for better-aligned multimodal datasets, standardized evaluation protocols, lightweight fusion architectures, and robust models capable of operating in dynamic real-world environments is highlighted.

Muhammad Tahir Naseem, Chan-Su Lee, Muhammad Adnan Khan · Applied Sciences · 0 citations