Author

K. Nazarpour

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Open access 2026

High-Resolution Magnetic Sensors for Human–Machine Interfacing

Human-machine interfaces (HMIs) translate physiological signals into commands, enabling users to interact intuitively with digital systems. Magnetic sensing has established itself as a particularly attractive HMI modality, enabling non-contact, non-invasive measurement of the faint biomagnetic fields associated with ca...

H. Heidari, K. Nazarpour · IEEE Sensors Magazine · 0 citations

#human-computer interacti... Preprint Sep 2026

ViMoWear: Visual Motion-Guided sEMG-IMU Representation Learning for Subject-Independent Thumb Gesture Recognition

ViMoWear is proposed, a visual-motion-guided framework that leverages synchronized 3D hand motion as training-only supervision while requiring only wearable sensing for gesture classification at inference and improves the generalization of wearable representations to unseen subjects.

Wen-Juan Zhong, Chen-Fei Ma, K. Nazarpour · 0 citations

Preprint Jul 2026

KinEMbed: Decoding Kinematics from Electromyography via Cross-Modal Contrastive Learning

Decoding hand kinematics from surface electromyography (EMG) is a core challenge in wearable biosignal processing with clinical relevance for prosthetic control and motor rehabilitation. Most representation learning approaches for EMG focus on discrete gesture classification, and few focus on continuous regression. We...

Sofia Gilardini, Chenfei Ma, K. Nazarpour · 0 citations