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Muhammad Hamza

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Review Open access Oct 2026

Evaluation Metrics in Digital Image Processing: A Task-Oriented Review and Practical Selection Framework

The rapid development of digital image processing and machine learning has increased the need for reliable and task-appropriate evaluation methods. However, the wide range of available metrics, each with different assumptions, strengths, and limitations, makes metric selection challenging across diverse image-processin...

Muzammil Khan, Muhammad Hamza, Sikandar Ali et al. · 0 citations

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