EVA-YOLOv8: an improved YOLOv8 model integrating multi-scale attention mechanism and vision transformer for multi-class road crack detection

Abstract Road crack detection is crucial for road maintenance and traffic safety. To address the low efficiency and limited generalization capability of traditional crack detection methods, this research proposes an improved model dubbed EVA-YOLOv8 (Efficient ViT Attention-YOLOv8) based on the YOLOv...

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Hlavní autoři:	Yao Liu, Fei Wang, Renjie Song, Yimin Wu, Hongbo Shen, Haiping Wu, Chao Zhang
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Nature Portfolio 2026-04-01
Edice:	Scientific Reports
Témata:	YOLOv8 Road crack detection Attention mechanism Vision Transformer Lightweight network
On-line přístup:	https://doi.org/10.1038/s41598-026-46475-0
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