crack segmentation 1semantic edge decoding 1structural health monitoring 1vision foundation models 1zero-shot segmentation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
Training-Free Decoding of SAM3 Semantic Responses for Cross-Domain Infrastructure Crack Segmentation
Shipeng Liu, Zhanping Song, Liang Zhao +1
The paper introduces Semantic-Edge Response Decoding (SERD), a method that extracts internal semantic responses from the SAM3 vision model and refines them with an edge prior to ac…
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…