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Chunfeng Yang

3 accepted papers

2025

STGE-Former: Spatial-Temporal Graph-Enhanced Transformer for EEG-Based Major Depressive Disorder Detection

ICASSP 2025accepted

Applying deep learning techniques to Electroencephalogram (EEG) data has shown great potential in the field of depression detection. However, existing EEG-based depression detection models face challenges: they struggle to capture the complex spatiotemporal dependencies and the complementary nature…

Cited by 0SourceScholar
2024

Multiscale Low-Frequency Memory Network for Improved Feature Extraction in Convolutional Neural Networks

AAAI 2024technical

Deep learning and Convolutional Neural Networks (CNNs) have driven major transformations in diverse research areas. However, their limitations in handling low-frequency in-formation present obstacles in certain tasks like interpreting global structures or managing smooth transition images. Despite t…

2022

Spatio-Temporal Attention Graph Convolution Network for Functional Connectome Classification

ICASSP 2022accepted

Numerous evidence has demonstrated the pathophysiology of a number of mental disorders is intimately associated with abnormal changes of dysfunctional integration of brain network. Functional connectome (FC) exhibits a strong discriminative power for mental disorder identification. However, existing…

Cited by 0SourceScholar