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Mutlaq Alshammari on Muck Rack

Mutlaq Alshammari

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Articles

Uncertainty-Aware adaptive neuro-fuzzy transformer framework for robust multi-center lung disease classification

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By Fadl Dahan, Jamal Shah, Taha M Alfakih, Huma Farooq, Mutlaq Alshammari, Mohammed Aloqaily
| Nature Verified
Abstract The accurate multi-class classification of lung disease from chest radiographs remains challenging because of the diagnostic uncertainty, domain shift, class imbalance and over-reliance on the confidence-based thresholds. The existing CNN–fuzzy based hybrid frameworks frequently employ the static membership functions and manually designed rule bases, which limits the adaptability and cross-dataset generalization.
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