Deep Learning–Based Few-Shot Method for Detection and Evaluation of Tunnel Overbreak and Underbreak

Abstract

AbstractAccurate quantification of overbreak and underbreak is essential for tunnel quality, cost, and stability. Point-cloud methods struggle with sparse labels, heavy site noise, and strict profile continuity. We introduce a three-dimensional (3D)–...