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Author

Jin-Lai Zhang

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Conference 2026

CrackDINO: A DINOv3-based Hybrid Framework for Fine-Grained Crack Segmentation

This work designs an RGB-guided Multi-scale Feature Pyramid (RGMFP) module to enhance hierarchical semantic interaction across different feature resolutions and introduces a Crack-aware Stable Attention (CAS) module to strengthen weak crack responses and improve discriminative representation for thin and low-contrast c...

Jin-Lai Zhang · 0 citations
Conference 2026

AdaDyTS: Dynamic Multi-Scale Spectral Decoupling and Time-Variant Inference for Time Series Forecasting

AdaDyTS, a unified knowledge-driven forecasting framework that synergistically integrates three complementary mechanisms: multi-scale frequency-domain interpolation decoupling via the Cascaded Spectral Residual Extractor, dynamic morphological perception via the Dynamic Morphological Perception Unit, and time-variant s...

Jin-Lai Zhang · 0 citations

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