From the 1 of 4 linked papers with an AI index.
4 papers
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…
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…
Describe-to-Score: A text-guided framework for image complexity assessment
Shipeng Liu, Zhonglin Zhang, Dengfeng Chen +1
Accurately assessing image complexity (IC) is essential for many vision tasks, yet existing approaches rely almost exclusively on visual features and therefore fail to capture the…
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…