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Vision foundation model with connectivity-based inferencing for zero-shot bridge element segmentation and geometric reconstruction

delete2026-05-06
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PRE
AI
M
Mingkai Li
V
Vincent J.L. Gan *
K
Kexin Li
DOI:10.1016/j.autcon.2026.106995delete
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Abstract

Abstract

En 中文
• SAM with connectivity-based semantic and geometric inferencing for bridge segmentation and reconstruction • Bridge-specific point-to-image projection for outdoor point cloud feature enhancement • Class-agnostic, annotation-free segmentation with rule-based filtering and cross-view label integration • Connectivity-based inferencing for semantic consistency and segmentation refinement • Over 98% instance-level mIoU on public dataset with connectivity-based segmentation refinement
Keywords:
bridge segmentation
geometric reconstruction
connectivity-based inferencing
zero-shot learning
point cloud enhancement

Journal

Automation in Construction cover
Automation in Construction
IF:
11.5
Papers:
6.1K
Citations:
4.2W

Organization

N
National University of Singapore
Scholars:
7.4W
Papers: 6.4W
Citations: 11.4W
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