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The development for this investigation is that we incorporate the sturdy modelling which may be applied when it comes to deformation evaluation and the crack detection where a deep understanding strategy is employed to acknowledge the tunnel cracks intelligently based on image sensors. In this study, experiments were conducted on a subway tunnel structure several kilometers long, and a robust three-dimensional design is created and also the cracks are identified automatically with the image