3 papers
cs.CV2026
PAS-Mamba: Phase-Amplitude-Spatial State Space Model for MRI Reconstruction
Xiaoyan Kui, Zijie Fan, Zexin Ji +5
Joint feature modeling in both the spatial and frequency domains has become a mainstream approach in MRI reconstruction. However, existing methods generally treat the frequency dom…
cs.LG2025
TFKAN: Time-Frequency KAN for Long-Term Time Series Forecasting
Xiaoyan Kui, Canwei Liu, Qinsong Li +4
Kolmogorov-Arnold Networks (KANs) are highly effective in long-term time series forecasting due to their ability to efficiently represent nonlinear relationships and exhibit local…
eess.IV2025
A Comprehensive Survey on Magnetic Resonance Image Reconstruction
Xiaoyan Kui, Zijie Fan, Zexin Ji +4
Magnetic resonance imaging (MRI) reconstruction is a fundamental task aimed at recovering high-quality images from undersampled or low-quality MRI data. This process enhances diagn…