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Open access Sep 2026

A Macro-to-Micro Framework for Bridge-Deck Pavement-Distress Inspection Using LiDAR-Based Screening and YOLOv8s Image Detection: A Case Study of the Jingzhou Yangtze River Highway Bridge and Public Benchmark Data

Timely bridge-deck pavement inspection must cover large areas while preserving the image detail needed to recognize local distress. This study develops a macro-to-micro workflow with separate LiDAR screening and YOLOv8s image-detection branches. Airborne LiDAR data from the Jingzhou Yangtze River Highway Bridge support...

Ya-Dong Huang, Ying Chang, Dian-Xin Deng et al. · 0 citations
Preprint Sep 2026

Industrial Anomaly Detection via Defect-Grounded Reasoning in Visual Latent Space

Industrial anomaly detection (IAD) is evolving beyond conventional detection and localization toward multimodal inspection systems that can describe, explain, and reason about fine-grained defects. Although recent multimodal large language model (MLLM)-based methods improve anomaly understanding through textual reasoni...

Jaron Yeh, Yen-Wei Chang, Jiang Liu et al. · 0 citations

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