Accurate pavement crack segmentation is essential for intelligent transportation systems and infrastructure maintenance. However, due to the low contrast, complex background interference, and elongated structural characteristics of cracks, existing segmentation methods often suffer from discontinuous predictions and mi...
Jin-Lai Zhang· Poster Volume 0007 The 2026...· 0 citations
Time series forecasting is fundamental to intelligent decision-making systems, enabling proactive planning and resource optimization across diverse application domains. However, the inherent complexity of real-world time series—including multi-scale temporal patterns, heterogeneous variable dependencies, and dynamic...
Jin-Lai Zhang· Poster Volume 0008 The 2026...· 0 citations
Traffic sign recognition is a safety-critical perception task in intelligent transportation systems, requiring accurate classification under complex real-world conditions including illumination variation, viewpoint changes, motion blur, and environmental degradation. Existing methods often rely on single-branch attenti...
Jin-Lai Zhang· Poster Volume 0007 The 2026...· 0 citations
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