3 papers
cs.CV2026
Rapid-Deployment Crack Measurement Based on SAM3 Semantic-Edge Response Decoding
Zhanping Song, Shipeng Liu, Liang Zhao +1
Reliable crack measurement is essential for infrastructure condition assessment, yet existing image-based approaches typically depend on pixel-wise annotations, task-specific segme…
cs.CV2026
Training-Free Tunnel Defect Inspection and Engineering Interpretation via Visual Recalibration and Entity Reconstruction
Shipeng Liu, Liang Zhao, Dengfeng Chen +1
Tunnel inspection requires outputs that can support defect localization, measurement, severity grading, and engineering documentation. Existing training-free foundation-model pipel…
cs.CV2024
Contrastive Learning for Image Complexity Representation
Shipeng Liu, Liang Zhao, Dengfeng Chen +1
Quantifying and evaluating image complexity can be instrumental in enhancing the performance of various computer vision tasks. Supervised learning can effectively learn image compl…