3 papers
cs.LG2024
MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing
Xuanbing Zhu, Dunbin Shen, Zhongwen Rao +3
Multivariate time series data provide a robust framework for future predictions by leveraging information across multiple dimensions, ensuring broad applicability in practical scen…
cs.CV2024
HTD-Mamba: Efficient Hyperspectral Target Detection with Pyramid State Space Model
Dunbin Shen, Xuanbing Zhu, Jiacheng Tian +4
Hyperspectral target detection (HTD) identifies objects of interest from complex backgrounds at the pixel level, playing a vital role in Earth observation. However, HTD faces chall…
cs.CV2023
Hyperspectral Target Detection Based on Low-Rank Background Subspace Learning and Graph Laplacian Regularization
Dunbin Shen, Xiaorui Ma, Wenfeng Kong +2
Hyperspectral target detection is good at finding dim and small objects based on spectral characteristics. However, existing representation-based methods are hindered by the proble…