ES
Erik Scheme
ElectromyographyArtificial LimbsPattern Recognition, Automatedeess.SPEMGGestureselectromyographymyoelectric controlSignal Processing, Computer-Assistedcs.LG
On Valency
published · living versionsW_grjtru72·v1 · currentpublished
On the Learnability of Footwear Robustness: Footstep Recognition Under Unseen Conditions
with Robyn Larracy
1 version
W_p74z7c9d·v1published
Preprints & journals
107 papers in the corpus · 2007–2026The 2nd International StepUP Competition for Biometric Footstep Recognition: From Steps to Strides2607.13905v1 · Robyn Larracy, Anant Gupta, Gourav Gupta et al.2026 · 0 citationsarXiv
First International StepUP Competition for Biometric Footstep Recognition: Methods, Results and Remaining Challenges2602.11086v1 · Robyn Larracy, Eve MacDonald, Angkoon Phinyomark et al.2026 · 0 citationsarXiv
Investigating Feedback-Informed Screen-Guided Training to Enhance Myoelectric Control and Predictability.41289137 · Labbe, Thomas, Scheme, Erik, Gosselin, Benoit2025 · 0 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2026;34:81-91
Transformer-Based Context-Informed Incremental Learning With sDTW Alignment Unlocks Fast and Precise Regression-Based Myoelectric Control.41996427 · Campbell, Evan, Eddy, Ethan, Scheme, Erik2026 · 1 citationIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2026;34:2118-2129
From zero- to few-shot: deep temporal learning of wrist EMG enables scalable cross-user gesture recognition.40967242 · Botros, Fady S, Williams, Heather E, Phinyomark, Angkoon et al.2025 · 4 citationsJournal of neural engineering. 2025;22(5)
Self-supervised representation learning with continuous training data improves the feel and performance of myoelectric control.40921113 · Raghu, Shriram Tallam Puranam, MacIsaac, Dawn T, Scheme, Erik J2025 · 2 citationsComputers in biology and medicine. 2025;197(Pt A):111029
A dataset of high-resolution plantar pressures for gait analysis across varying footwear and walking speeds.40804054 · Larracy, Robyn, Phinyomark, Angkoon, Salehi, Ala et al.2025 · 7 citationsScientific data. 2025;12(1):1415
Variability-based assessment of assisted gait using a multi-sensor instrumented cane.40706497 · Phinyomark, Angkoon, Larracy, Robyn, Gill, Satinder et al.2025 · 0 citationsComputers in biology and medicine. 2025;196(Pt B):110796
Context Informed Incremental Learning Improves Myoelectric Control Performance in Virtual Reality Object Manipulation Tasks.41336042 · Gagne, Gabriel, Azad, Anisha, Labbe, Thomas et al.2025 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2025;2025:1-5
Towards Next-Generation Myoelectric Prostheses: 3D-Printed Electrode Arrays for Gesture Recognition.41336706 · Levesque, Jonathan, Chamberland, Felix, Scheme, Erik et al.2025 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2025;2025:1-5
Efficient Multi-Positioned Training for Regression-Based Myoelectric Control: Exploring Transformer Models with Transfer Learning.40644145 · Raghu, Shriram Tallam Puranam, Williams, Heather E, Scheme, Erik2025 · 1 citationIEEE ... International Conference on Rehabilitation Robotics : [proceedings]. 2025;2025:1597-1603
A Qualitative Exploration of EMG Visual Feedback for Spinal Cord Injury Rehabilitation.40644235 · Aikens, Janelle, Tabor, Aaron, Englehart, Kevin et al.2025 · 0 citationsIEEE ... International Conference on Rehabilitation Robotics : [proceedings]. 2025;2025:1124-1131
Advancing Myoelectric Prostheses: Efficacy of Gold-Plated 3D-Printed Thermoplastic Dry Electrodes.40030395 · Levesque, Jonathan, Chamberland, Felix, Scheme, Erik et al.2025 · 2 citationsIEEE transactions on bio-medical engineering. 2025;72(4):1354-1362
EMG-based wake gestures eliminate false activations during out-of-set activities of daily living: an online myoelectric control study.39746322 · Eddy, Ethan, Campbell, Evan, Bateman, Scott et al.2025 · 9 citationsJournal of neural engineering. 2025;22(1)
Context-Informed Incremental Learning Improves Throughput and Reduces Drift in Regression-Based Myoelectric Control.40323757 · Morrell, Christian, Campbell, Evan, Eddy, Ethan et al.2025 · 1 citationIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2025;33:1841-1852
(Un)supervised (Co)adaptation via Incremental Learning for Myoelectric Control: Motivation, Review, and Future Directions.40853816 · Campbell, Evan, Egle, Fabio, OsWald, Marius et al.2025 · 10 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2025;33:3565-3582
Screen Guided Training Does Not Capture Goal-Oriented Behaviours: Learning Myoelectric Control Mappings From Scratch Using Context Informed Incremental Learning.40030708 · Campbell, Evan, Eddy, Ethan, Isabel, Xavier et al.2025 · 7 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2024;PP
Self-supervised learning via VICReg enables training of EMG pattern recognition using continuous data with unclear labels.39637459 · Raghu, Shriram Tallam Puranam, MacIsaac, Dawn T, Scheme, Erik J2025 · 16 citationsComputers in biology and medicine. 2025;185:109479
Enhancing neuroprosthesis calibration: the advantage of integrating prior training over exclusive use of new data.39569866 · Thomson, Caleb J, Tully, Troy N, Stone, Eric S et al.2024 · 6 citationsJournal of neural engineering. 2024;21(6)
Self-Supervised Representation Learning with Augmentations of Continuous Training Data Improves the Feel and Performance of Myoelectric Control2409.16015v1 · Shriram Tallam Puranam Raghu, Dawn MacIsaac, Erik Scheme2024 · 1 citationarXiv
Big data in myoelectric control: large multi-user models enable robust zero-shot EMG-based discrete gesture recognition.39380895 · Eddy, Ethan, Campbell, Evan, Bateman, Scott et al.2026 · 22 citationsFrontiers in bioengineering and biotechnology. 2024;12:1463377
Analyzing the Impact of Class Transitions on the Design of Pattern Recognition-based Myoelectric Control Schemes2409.14172v2 · Shriram Tallam Puranam Raghu, Dawn T. MacIsaac, Erik J. Scheme2024 · 10 citationsBiomedical Signal Processing and Control, vol. 71, p. 103134, Jan. 2022
Comparing online wrist and forearm EMG-based control using a rhythm game-inspired evaluation environment.39079541 · Meredith, Robyn, Eddy, Ethan, Bateman, Scott et al.2024 · 17 citationsJournal of neural engineering. 2024;21(4)
Visual Scene Understanding for Enhanced EMG Gesture Recognition.40039436 · Chamberland, Felix, Labbe, Thomas, Tam, Simon et al.2025 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2024;2024:1-5
StepGAN: Gait Feature Extraction Using Generative Adversarial Networks for Footstep Recognition.40039680 · Larracy, Robyn, Bashar, Shikder Shafiul, Phinyomark, Angkoon et al.2025 · 2 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2024;2024:1-6
BioPoint: Enhancing Human-Computer Interaction through Single-Site, Multi-Sensor Gesture Recognition.40039968 · Isabel, Xavier, Campbell, Evan, Olivier, Loic et al.2025 · 4 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2024;2024:1-6
Covariate Analysis for Footstep Recognition Using Unsupervised Hierarchical Clustering.40039980 · Kulkarni, Neha, Larracy, Robyn, Phinyomark, Angkoon et al.2025 · 0 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2024;2024:1-6
Understanding the influence of confounding factors in myoelectric control for discrete gesture recognition.38722304 · Eddy, Ethan, Campbell, Evan, Bateman, Scott et al.2024 · 23 citationsJournal of neural engineering. 2024;21(3)
Context-informed incremental learning improves both the performance and resilience of myoelectric control.38702813 · Campbell, Evan, Eddy, Ethan, Bateman, Scott et al.2024 · 20 citationsJournal of neuroengineering and rehabilitation. 2024;21(1):70
Towards Robust and Interpretable EMG-based Hand Gesture Recognition using Deep Metric Meta Learning2404.15360v1 · Simon Tam, Shriram Tallam Puranam Raghu, 'Etienne Buteau et al.2024 · 3 citationsarXiv
Machine learning enabled detection of COVID-19 pneumonia using exhaled breath analysis: a proof-of-concept study.38382095 · Cusack, Ruth P, Larracy, Robyn, Morrell, Christian B et al.2024 · 7 citationsJournal of breath research. 2024;18(2)
Generalizing Upper Limb Force Modeling With Transfer Learning: A Multimodal Approach Using EMG and IMU for New Users and Conditions.38194392 · Hajian, Gelareh, Campbell, Evan, Ansari, Mahdi et al.2024 · 18 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2024;32:391-400
Decision-Change Informed Rejection Improves Robustness in Pattern Recognition-Based Myoelectric Control.37721893 · Raghu, Shriram Tallam Puranam, MacIsaac, Dawn, Scheme, Erik2023 · 16 citationsIEEE journal of biomedical and health informatics. 2023;27(12):6051-6061
Novel Wearable HD-EMG Sensor With Shift-Robust Gesture Recognition Using Deep Learning.37695958 · Chamberland, Felix, Buteau, Etienne, Tam, Simon et al.2023 · 56 citationsIEEE transactions on biomedical circuits and systems. 2023;17(5):968-984
Feature Learning Networks for Floor Sensor-based Gait Recognition.38083158 · Salehi, Ala, Roberts, Alex, Phinyomark, Angkoon et al.2023 · 4 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2023;2023:1-5
A Framework and Call to Action for the Future Development of EMG-Based Input in HCI2304.00582v1 · Ethan Eddy, Erik Scheme, Scott Bateman2023 · 37 citationsarXiv
Feature Selection for Continuous within- and Cross-User EEG-Based Emotion Recognition.36501983 · Bendrich, Nicole, Kumar, Pradeep, Scheme, Erik2022 · 7 citationsSensors (Basel, Switzerland). 2022;22(23)
A Better Framework for the Assessment of Performance and Stability of Co-Adaptive Myoelectric Systems.36176075 · Al-Tahir, Ishtar, Sensinger, Jon, Scheme, Erik2022 · 4 citationsIEEE ... International Conference on Rehabilitation Robotics : [proceedings]. 2022;2022:1-5
Infrared cavity ring-down spectroscopy for detecting non-small cell lung cancer in exhaled breath.35294929 · Larracy, Robyn, Phinyomark, Angkoon, Scheme, Erik2022 · 29 citationsJournal of breath research. 2022;16(2)
Verification-Based Design of a Robust EMG Wake Word.34891374 · Kumar, Pradeep, Phinyomark, Angkoon, Scheme, Erik2021 · 9 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2021;2021:638-642
Data Pre-Processing of Infrared Spectral Breathprints for Lung Cancer Detection.34891535 · Larracy, Robyn, Phinyomark, Angkoon, Scheme, Erik2021 · 2 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2021;2021:1353-1357
Machine Learning Model Validation for Early Stage Studies with Small Sample Sizes.34891749 · Larracy, Robyn, Phinyomark, Angkoon, Scheme, Erik2021 · 48 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2021;2021:2314-2319
Nanoparticle surface-enhanced Raman spectroscopy as a noninvasive, label-free tool to monitor hematological malignancy.34547916 · Grieve, Stacy, Puvvada, Nagaprasad, Phinyomark, Angkoon et al.2021 · 14 citationsNanomedicine (London, England). 2021;16(24):2175-2188
A linearly extendible multi-artifact removal approach for improved upper extremity EEG-based motor imagery decoding.34111849 · Asogbon, Mojisola Grace, Samuel, Oluwarotimi Williams, Li, Xiangxin et al.2024 · 12 citationsJournal of neural engineering. 2021
Deep Cross-User Models Reduce the Training Burden in Myoelectric Control.34108858 · Campbell, Evan, Phinyomark, Angkoon, Scheme, Erik2021 · 50 citationsFrontiers in neuroscience. 2021;15:657958
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture Recognition.33591919 · Cote-Allard, Ulysse, Gagnon-Turcotte, Gabriel, Phinyomark, Angkoon et al.2021 · 68 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2021;29:546-555
A Multi-Variate Approach to Predicting Myoelectric Control Usability.34214042 · Nawfel, Jena L, Englehart, Kevin B, Scheme, Erik J2021 · 23 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2021;29:1312-1327
Comparison of Feedback Approaches to Improve Training in Partial Weight-Bearing.33018701 · Smith, Ian, Gill, Satinder, Bateman, Scott et al.2020 · 6 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2020;2020:3264-3268
Assessment of EMG Benchmark Data for Gesture Recognition Using the NinaPro Database.33018719 · Chang, Jason, Phinyomark, Angkoon, Scheme, Erik2020 · 29 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2020;2020:3339-3342
Wearable EMG-Based Gesture Recognition Systems During Activities of Daily Living: An Exploratory Study.33018745 · Chang, Jason, Phinyomark, Angkoon, Bateman, Scott et al.2020 · 17 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2020;2020:3448-3451
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