Dongsheng Ruan
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View article: Frequency-Aware Diffusion Model for Multi-Modal MRI Image Synthesis
Frequency-Aware Diffusion Model for Multi-Modal MRI Image Synthesis Open
Magnetic Resonance Imaging (MRI) is a widely used, non-invasive imaging technology that plays a critical role in clinical diagnostics. Multi-modal MRI, which combines images from different modalities, enhances diagnostic accuracy by offeri…
View article: Multi-label Classification of Abnormalities in 12-Lead ECG Using Deep Learning
Multi-label Classification of Abnormalities in 12-Lead ECG Using Deep Learning Open
Identifying arrhythmias from electrocardiogram(ECG) signals remains an intractable challenge. This study aims to develop an effective and non-invasive approach to realize the recognition of arrhythmias based on 12-lead ECG for the PhysioNe…
View article: Linear Context Transform Block
Linear Context Transform Block Open
Squeeze-and-Excitation (SE) block presents a channel attention mechanism for modeling global context via explicitly capturing dependencies across channels. However, we are still far from understanding how the SE block works. In this work, …
View article: Linear Context Transform Block
Linear Context Transform Block Open
Squeeze-and-Excitation (SE) block presents a channel attention mechanism for modeling global context via explicitly capturing dependencies across channels. However, we are still far from understanding how the SE block works. In this work, …