Research on super-resolution reconstruction of construction images based on attention mechanism and generative adversarial networks

Abstract High-resolution construction images are essential for quality monitoring and progress management. Addressing the challenge that existing super-resolution models often struggle to balance reconstruction quality with real-time inference speed in complex construction environments, this paper p...

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Principais autores:	Qinhuang Chen, Gongyu Hou, Dandan Wang, Haoxiang Li, Xinyi Zhang, Le Li
Format:	Artigo
Jezik:	Inglês
Izdano:	Nature Portfolio 2026-02-01
Serija:	Scientific Reports
Teme:	Super-resolution Attention mechanisms Generative adversarial networks Construction images
Online dostop:	https://doi.org/10.1038/s41598-026-40613-4
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