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Usman Adeel

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Open access Sep 2026

A Unified Dual-Stream Framework for Heterogeneous and Imbalanced Medical Image Classification

A lightweight dual-stream framework based on a pretrained ConvNeXt-Tiny backbone, integrating complementary global semantic and local structural feature representations with imbalance-aware optimisation is proposed, demonstrating an effective and practical solution for medical image classification across heterogeneous...

Samuel Ovuehor, Adi El-Dalahmeh, Usman Adeel et al. · 0 citations

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