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Shuwen Jia

3 accepted papers

2025

NEED: Cross-Subject and Cross-Task Generalization for Video and Image Reconstruction from EEG Signals

NeurIPS 2025poster

Translating brain activity into meaningful visual content has long been recognized as a fundamental challenge in neuroscience and brain-computer interface research. Recent advances in EEG-based neural decoding have shown promise, yet two critical limitations remain in this area: poor generalization…

Cited by 0SourceScholar
2025

SSAAD: A Multi-Scale Temporal-Frequency Graph Network for Binary Auditory Attention Detection with Self-Supervised Learning

ICASSP 2025accepted

Auditory attention detection (AAD) from electroencephalography (EEG) signals has garnered significant interest for its potential in brain-computer interfaces and hearing aids. Nevertheless, accurate decoding remains challenging due to the high-dimensional, non-stationary, and inherently noisy charac…

Cited by 8SourceScholar
2025

SVTNet: Dual Branch of Swin Transformer and Vision Transformer for Monocular Depth Estimation

ICASSP 2025accepted

In monocular depth estimation, effective acquisition of global and local information is the key to improving accuracy. We introduce a novel dual branch network called Swin Vision Transformer Net (SVTNet), where the Swin Transformer and Vision Transformer are combined to learn features with global an…

Cited by 0SourceScholar