Author

Bing-De Liu

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Open access Oct 2026

DeepLabV3+_KBSS for lightweight pavement crack segmentation and quantification in complex scenarios

Accurate pavement crack detection and quantitative assessment are essential for road infrastructure maintenance. However, existing segmentation methods suffer from limited robustness under complex illumination, insufficient modeling of elongated crack continuity, and a lack of automated pipelines for engineering-grade...

Xian-Feng Tan, L. Ye, Qing Fang et al. · Discover Computing · 0 citations

Preprint Aug 2026

Efficient and High-Quality Depth Estimation via Pixel-Space Diffusion with Linear Attention

Extensive evaluations on multiple benchmarks demonstrate that Lapis consistently achieves state-of-the-art (SOTA) accuracy and boundary sharpness across various resolutions, reducing inference latency by up to 7.6 times compared to previous SOTA generative models.

Bing-De Liu, Wu Ran, Jinglei Zhang et al. · 1 citation