openalexTunnelling and Underground Space Technology2026-07-24
DOWSER: A DINO-based One-shot Water Seepage Recognition network for TBM tunnel inspection
Zehao Ye, Neng Wang, Huamei Zhu, Qian Zhang, Zili Li, Jelena Ninić
The industrial deployment of supervised models for tunnel damage detection is limited by the high cost of data collection and pixel-level annotation. Although deep learning has advanced defect detection, its heavy data requirements remain impractical for dynamic construction envi…