A Structure-Aware Framework of Unsupervised Cross-Modality Domain Adaptation via Frequency and Spatial Knowledge Distillation.

Unsupervised domain adaptation (UDA) aims to train a model on a labeled source domain and adapt it to an unlabeled target domain. In medical image segmentation field, most existing UDA methods rely on adversarial learning to address the domain gap between different image modalities. However, this process is complicated and inefficient.

The relationship between autistic traits and empathy in adolescents: An ERP study.

Based on the mind-blindness hypothesis, a large number of studies have shown that individuals with autism-spectrum disorder (ASD) and autistic traits have empathy deficits. However, the recent double empathy theory contradicts the mind-blindness hypothesis and suggests that individuals with ASD and autistic traits do not necessarily lack empathy. Thus, the presence of empathy deficits in individuals with ASD and autistic traits is still controversial.

Robust Point Cloud Registration Framework Based on Deep Graph Matching.

3D point cloud registration is a fundamental problem in computer vision and robotics. Recently, learning-based point cloud registration methods have made great progress. However, these methods are sensitive to outliers, which lead to more incorrect correspondences.

[Nuclear magnetic resonance-based metabonomics for sedative and hypnotic effect of Banxia Houpo decoction].

Insomnia was a common disease, which might be correlated with γ-aminobutyric acid A (GABAA) receptor mechanism, cytokine regulatory mechanism, excitatory amino acid mechanism and hydroxytryptamine (5-HT) receptor mechanism, but the correlations between these independent mechanisms and pathological characterization were still unclear. To further explore the effect of Banxia Houpo decoction on known or unknown biological pathways during treatment of insomnia, the metabonomics method based on ¹H-NMR was developed for detecting the significant changes in metabolomics after the administration with Banxia Houpo decoction in pentobarbital sodium-induced rat sleeping experiment. Serum and urine samples were analyzed by ¹H-NMR.