6 papers
SASG-DA: Sparse-Aware Semantic-Guided Diffusion Augmentation For Myoelectric Gesture Recognition
Chen Liu, Can Han, Weishi Xu +2
Surface electromyography (sEMG)-based gesture recognition plays a critical role in human-machine interaction (HMI), particularly for rehabilitation and prosthetic control. However,…
Fusion of Spatio-Temporal and Multi-Scale Frequency Features for Dry Electrodes MI-EEG Decoding
Tianyi Gong, Can Han, Junxi Wu +1
Dry-electrode Motor Imagery Electroencephalography (MI-EEG) enables fast, comfortable, real-world Brain Computer Interface by eliminating gels and shortening setup for at-home and…
CPKD: Clinical Prior Knowledge-Constrained Diffusion Models for Surgical Phase Recognition in Endoscopic Submucosal Dissection
Xiangning Zhang, Jinnan Chen, Qingwei Zhang +4
Gastrointestinal malignancies constitute a leading cause of cancer-related mortality worldwide, with advanced-stage prognosis remaining particularly dismal. Originating as a ground…
SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with Mamba
Xiangning Zhang, Qingwei Zhang, Jinnan Chen +5
Endoscopic Submucosal Dissection (ESD) is a minimally invasive procedure initially developed for early gastric cancer treatment and has expanded to address diverse gastrointestinal…
Towards Open-Set Myoelectric Gesture Recognition via Dual-Perspective Inconsistency Learning
Chen Liu, Can Han, Chengfeng Zhou +2
Gesture recognition based on surface electromyography (sEMG) has achieved significant progress in human-machine interaction (HMI), especially in prosthetic control and movement reh…
A Spatial-Spectral and Temporal Dual Prototype Network for Motor Imagery Brain-Computer Interface
Can Han, Chen Liu, Yaqi Wang +3
Motor imagery electroencephalogram (MI-EEG) decoding plays a crucial role in developing motor imagery brain-computer interfaces (MI-BCIs). However, decoding intentions from MI rema…