- SARM: Benchtop Evaluation of a Task-Driven Two-Stage Deep Learning Framework for Stimulation Artifact Removal in Peripheral Neural Decoding. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 25; PP. [Online ahead of print]IT
- CONCLUSIONS: These results demonstrate the feasibility of task-driven artifact removal for peripheral neural decoding in a controlled benchtop setting. The proposed hybrid training approach provides a practical means of optimizing deep neural networks using decoding-aligned objectives. However, validation used replayed neural recordings and experimentally injected artifacts. Further in vivo closed-loop evaluation is needed to account for physiological electrode-tissue interactions, biological artifacts, and real-time sensorimotor feedback. This work provides a foundation for developing robust bidirectional peripheral neural interfaces that combine motor decoding with sensory feedback.
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- Dual-Curriculum and Orthogonal Domain Prototype Learning for Domain Generalization Fundus Image Segmentation. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 11; PP. [Online ahead of print]IT
- CONCLUSIONS: Our model trained on labeled fundus images from various manufacturers' devices achieves superior domain generalization when tested on fundus images from previously unseen devices.
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- OrthoTSS: A Zero-Calibration Framework for Cross-Subject P300 Decoding Via Orthogonality-Guided Task-Subject Separation. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 22; PP. [Online ahead of print]IT
- CONCLUSIONS: OrthoTSS improves cross-subject P300 decoding by promoting functional differentiation between task-related and subject-related representations while retaining discriminative neural information.
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- TinyMyo: a Tiny Foundation Model for Flexible EMG Signal Processing at the Edge. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 21; PP. [Online ahead of print]IT
- CONCLUSIONS: TinyMyo demonstrates that compact, self-supervised EMG FM can guarantee generalization across multiple downstream tasks while remaining compatible with low-power edge devices.
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- A Modular Wireless Pressure Sensing Framework with Surface-Dependent Calibration for Data-Guided Pressure Injury Monitoring. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 24; PP. [Online ahead of print]IT
- CONCLUSIONS: M-PRESS demonstrated preliminary feasibility as a modular load-based sensing framework for data-guided PI monitoring in high-risk inpatients.
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- Integrating Low-loss High-permittivity Ceramic Helmet with RF Head Array Coil to Largely Enhance Coil Sensitivity and SNR for Human Brain MRI at 7T. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 24; PP. [Online ahead of print]IT
- Use of proper high-permittivity material could improve radiofrequency (RF) coil efficiency and imaging signal-to-noise ratio (SNR) for human MRI applications. We designed, constructed, and evaluated RF transmit and receive head array coils integrated with a low-loss high permittivity ceramic (HPC) helmet with the relative permittivity (ϵr) of 200 and four-segment helmet structure for human brain …
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- Efficient Neural Decoding of Multi-Finger Forces for Continuous Human-Robot Interaction Control. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 21; PP. [Online ahead of print]IT
- CONCLUSIONS: Our MU-level probabilistic refinement effectively reduced non-target MU interference and enables accurate, robust, and efficient continuous decoding of individual-finger forces across flexion and extension.
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- Multimodal Portable Donor Organ Assessment Device. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 22; PP. [Online ahead of print]IT
- CONCLUSIONS: These findings demonstrate the feasibility of integrating multiple sensing modalities into a single portable platform for localized and quantitative tissue assessment.
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- Characterizing Higher-order Functional Brain Networks with Simplicial Complexes and Temporal Dynamics. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 23; PP. [Online ahead of print]IT
- While conventional approaches characterize brain functional connectivity using static, pairwise interactions, higher-order interactions among multiple regions and their temporal organization are also essential for understanding complex brain dynamics. Here, we propose a temporal higher-order functional brain network framework (THFBN) that integrates simplicial complexes with temporal dynamical mo…
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- Exploring the Muscle-Tendon Biomechanics and Load Mitigation of a Passive Shoulder Exoskeleton During Overhead Work. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 21; PP. [Online ahead of print]IT
- CONCLUSIONS: This study demonstrates that simulation-derived muscle-tendon metrics can characterize experimental responses and support evidence-based comparison of assistive strategies for reducing biomechanical demand and shoulder loading during the tested overhead work.
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- Sonomyography-Based Decoding of Attempted Hand Movements in Individuals with Spinal Cord Injury. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 21; PP. [Online ahead of print]IT
- CONCLUSIONS: SonoSCINet, trained with a subject-specific pipeline, enables accurate decoding of hand gestures across sparse B-mode and A-mode ultrasound systems and across a range of SCI impairment levels, supporting the feasibility of a unified processing framework across modalities.
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- Unsupervised Subtyping of Focal Epilepsy IEDs via Graph-Based MEG Networks. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 22; PP. [Online ahead of print]IT
- CONCLUSIONS: This study demonstrates that leveraging the spatiotemporal dynamics of IEDs through unsupervised clustering enhances the understanding of shared/unique network features across focal epilepsy types.
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- Continuous-Time Transformer with Adaptive Mutation-Locking for Early Prediction of Acute Kidney Injury. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 18; PP. [Online ahead of print]IT
- CONCLUSIONS: The CT-Former establishes a transparent temporal decision pathway that delivers exceptional predictive robustness while entirely avoiding spurious statistical correlations.
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- MorphDiff-ECG: A Diffusion Model for Multimodal Feature Fusion of ECG Signals. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 17; PP. [Online ahead of print]IT
- CONCLUSIONS: This work provides an effective solution for high-quality and controllable ECG synthesis.
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- PointSenseNet: A Hierarchical Point-Cloud-Based Reconstruction Framework with Application to Localized Inverse Electrocardiographic Mapping. [Journal Article]IEEE Trans Biomed Eng. 2026 Sep 16; PP. [Online ahead of print]IT
- CONCLUSIONS: PSN demonstrates promising performance for non-contact ECG mapping, achieving higher predictive accuracy than that of current methods. Owing to its strong generalization capability, PSN also holds potential for broader application to sparse signal reconstruction tasks beyond ECG mapping.
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