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Author

Yingchao Dong

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Open access 2026

FSCM-Net: Frequency-Spatial Collaborative Modeling for Traffic Scene Semantic Segmentation

A Spectral Decoupling Adaptive Modulation module enhances low-frequency semantics and high-frequency details in the frequency domain, while a Hierarchical Spatial Dependency Modeling module captures local consistency and global semantic dependencies.

Wei Zhao, Yingchao Dong, Lingchao Wang et al. · 0 citations
Jul 2026

GALA-Net: geometry-enhanced adaptive local feature aggregation network for point cloud semantic segmentation

A geometry-enhanced adaptive local feature aggregation network (GALA-Net) that jointly models semantic and positional attention and adaptively fuses them with max-pooled features to improve the robustness of local aggregation.

Guiru Liu, Yingchao Dong, Lu-Lin Wang et al. · 0 citations

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