IEEE EMBC 2026 || Toronto, Canada || 26-30 July 2026

Th.2.1: EMG Signal Processing and Human–Machine Interfaces II

Thursday, 30 July, 10:15 - 11:45

Location: Room 801A

Session Type: Oral

Session Co-Chairs: Hamid GholamHosseini and Kuan-Chen Wang

Theme 1: Biomedical Signal Processing

Thu, 30 Jul, 10:15 - 10:30

Th.2.1.1: TOWARD ROBUST PROSTHESIS CONTROL: EFFECTS OF FEATURE SELECTION AND TEMPORAL MODELING IN HIGH-DOF EMG CONTINUOUS DECODING

Hend ElMohandes, Heriot-watt University , The British University in Dubai; Neamat ElGayar, New Giza University; Adrian Turcanu, Nick Taylor, Heriot-watt University

Thu, 30 Jul, 10:30 - 10:45

Th.2.1.2: Real-Time Finger Joint Angle Estimation from Wrist-Worn Surface Electromyography

Jorge Fritis, Esteban Pino, Universidad de Concepción

Thu, 30 Jul, 10:45 - 11:00

Th.2.1.3: HYBRID GENERATIVE-DISCRIMINATIVE LEARNING OF SCALE MIXTURE MODELS FOR EMG CLASSIFICATION

Shunya Fukuda, Toshio Tsuji, Akira Furui, Hiroshima University

Thu, 30 Jul, 11:00 - 11:15

Th.2.1.4: PSEUDO REAL-TIME MUSCLE FATIGUE DETECTION FROM SURFACE EMG USING DEEP WAVELET SCATTERING

Jiarui Ou, Qilin Liu, Qiong Guo, West China Hospital of Sichuan University; Jinfeng Yang, Yuanpeng Liao, Chengdu Sport University; Jiayuan He, Jin Huang, Ning Jiang, West China Hospital of Sichuan University

Thu, 30 Jul, 11:15 - 11:30

Th.2.1.5: SSEMG-NET: A SPECTROGRAM-BASED MAMBA NETWORK FOR SURFACE ELECTROMYOGRAPHY DENOISING

Cheng-Han Shih, Kuan-Chen Wang, National Taiwan University; Kai-Chun Liu, Stevens Institute of Technology; Ping-Cheng Yeh, National Taiwan University; Yu Tsao, Academia Sinica

Thu, 30 Jul, 11:30 - 11:45

Th.2.1.6: MOTORUNET: SIM-TO-REAL LEARNING FOR IDENTIFYING MOTOR UNIT ACTION POTENTIALS FROM LOW-DENSITY SURFACE EMG RECORDINGS

William Raftery, Noura Ezaz-Nikpay, Imperial College London; Kostiantyn Maksymenko, Neurodec; Agnese Grison, Pranav Mamidanna, Dario Farina, Imperial College London