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2 Jun 2026
Real-time vision demands models that are accurate, efficient, and simple to deploy across diverse hardware. The YOLO family has become widely deployed for this reason, yet most YOLO detectors still rely on non-maximum suppression at inference, carry heavy detection heads due to…
Yongjie Hou, Longfei Liu, Xuanlong Yu et al. · 19 Mar 2026
Compact Vision Transformers achieve competitive performance on edge dense prediction tasks through task-specialized distillation and edge-aware design, outperforming CNN-based methods in accuracy-efficiency tradeoffs.