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2026

Measurement-Consistent Low-Field MRI Enhancement via k-Space Noise Modeling

Low-field magnetic resonance imaging (MRI) has gained increasing attention as a cost-effective and portable alternative to high-field MRI, particularly in resource-limited conditions. However, its inherently low magnetic field strength leads to reduced signal intensity and a low signal-to-noise ratio (SNR), resulting i...

Yutao Hu, Qi Liu, Tao Zhou et al. · 1 citation
2026

FIDNet: Frequency-Informed Diffusion Network for Low-Field MRI Enhancement

Low-field magnetic resonance imaging (MRI) systems are highly practical in resource-constrained scenarios due to their low cost and portability, which is regarded as an important alternative to conventional high-field MRI. However, they suffer from significant challenges caused by low signal intensity, resulting in the...

Tao Zhou, Qi Liu, Ziru Li et al. · 0 citations

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