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Zina Tayari

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Review Open access Jul 2026

From Black Box to Clarity: A Systematic Review of Explainability Methods in Deep Convolutional Neural Networks

A PRISMA-compliant systematic review of 154 studies published between 2017 and 2025 found that out of the 154 studies in the review, 98 used objective methods to evaluate fidelity, stability, or sensitivity, and it was found that there is a huge bias in the field regarding post hoc visual methods.

Zina Tayari, Mourad Zaied · 0 citations

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