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The proposed Hierarchical Grouped Convolution and Multi-Scale Vision Transformer for Uncertainty-Aware Classification (HGCViT-UAC) framework improves classification performance by 14.35% through hierarchical multi-scale feature learning, adaptive attention fusion, and calibrated uncertainty estimation, demonstrating re...
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