Author

Yi-Ning Liu

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Preprint Sep 2026

GeoCueFormer: Geometry-Guided Wavelet Representation and Prediction-Cued Dual-Stage Decoder for Underwater Semantic Segmentation

Underwater semantic segmentation is essential for marine ecosystem monitoring, yet remains challenging due to severe visual degradation. Light absorption and scattering often lead to color shifts, low contrast, and blurred boundaries, making shallow detail features unreliable. Existing underwater segmentation methods i...

Xian Wu, Xin-Jin Li, Yi-Liu Xu et al. · 1 citation

#machine learning Preprint Sep 2026

CoRe: Coherence and Relational Alignment for Multivariate Time Series Forecasting

Direct forecasting has become a standard paradigm for multivariate time-series forecasting because it predicts the full future horizon in a single pass. However, its training objective is often still decomposed into pointwise errors such as MSE. Such objectives provide stable supervision, but they do not explicitly pre...

Xiao-Yu Lin, Hui-Ran Duan, Yi-Ning Liu et al. · 0 citations