The diagnosis of ASD with MRI: a systematic review and meta-analysis

SJC Schielen, J Pilmeyer, AP Aldenkamp… - Translational …, 2024 - nature.com
While diagnosing autism spectrum disorder (ASD) based on an objective test is desired, the
current diagnostic practice involves observation-based criteria. This study is a systematic …

Attention-like multimodality fusion with data augmentation for diagnosis of mental disorders using MRI

R Liu, ZA Huang, Y Hu, Z Zhu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The globally rising prevalence of mental disorders leads to shortfalls in timely diagnosis and
therapy to reduce patients' suffering. Facing such an urgent public health problem …

A psychological evaluation method incorporating noisy label correction mechanism

Z **, R Su, Y Liu, C Duan - Soft Computing, 2024 - Springer
Using machine learning and deep learning methods to analyze text data from social media
can effectively explore hidden emotional tendencies and evaluate the psychological state of …

Heterogeneous Structured Federated Learning with Graph Convolutional Aggregation for MRI-Based Mental Disorder Diagnosis

Y Hu, R Liu, J Zhang, ZA Huang… - … Joint Conference on …, 2024 - ieeexplore.ieee.org
To relieve the growing burden of mental disorders, deep learning techniques have emerged
as a promising tool to aid clinicians by detecting abnormal patterns in neuroimaging data …

Asymmetric Source-Free Unsupervised Domain Adaptation for Medical Image Diagnosis

Y Zhang, ZA Huang, J Wu… - 2024 IEEE Conference on …, 2024 - ieeexplore.ieee.org
Existing source-free unsupervised domain adaptation (SFUDA) methods primarily focus on
addressing the domain gap issue for single-modal data, overlooking two crucial aspects: 1) …

Role of AI and Machine Learning in Mental Healthcare

AS Manek, P Priyanga, S Christa, N Dawda - International Conference on …, 2023 - Springer
Numerous brain illnesses are effectively diagnosed using artificial intelligence (AI). The
diagnosis of mental health issues holds significant promise for AI technologies. This study …