Author

Maryem Zahid

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Open access Sep 2026

Hybrid CNN–BiLSTM with Multi-Transformer Stacking for Skin Lesion Classification

A dual-branch deep learning framework that integrates a CNN–BiLSTM module for local spatial–sequential feature modeling with multiple transformer models (ViT, DeiT, SwinV2, SwinV2, and BEiT) for global representation learning is proposed.

Maryem Zahid, Mohammed Rziza, Rachid Alaoui · BioMedInformatics · 0 citations