AINeutralarXiv – CS AI · 11h ago5/10
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YOLO26 vs. YOLOv8: A Comprehensive Architectural Benchmark of Next-Generation Real-Time Object Detection Models
Researchers conducted a comprehensive benchmark comparing YOLO26, a new NMS-free object detection model, against YOLOv8 across multiple datasets and hardware configurations. While YOLO26 demonstrated superior accuracy on general object detection tasks, YOLOv8 maintained faster GPU inference speeds, revealing that architectural innovations don't guarantee universal performance advantages.