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Efficient Edge-AI Models for Robust ECG Abnormality Detection on Resource-Constrained Hardware

Journal of cardiovascular translational research, 2024-08, Vol.17 (4), p.879-892

2024

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Developing a Chemiresistive Gas Sensor Array for Simultaneous Detection of Ammonia and Carbon Dioxide Gases

ACS sensors, 2024-06, Vol.9 (6), p.2836-2845

2024

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On-device edge-learning for cardiac abnormality detection using a bio-inspired and spiking shallow network

APL machine learning, 2024-06, Vol.2 (2), p.026109-026109-12

2024

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S4D-ECG: A Shallow State-of-the-Art Model for Cardiac Abnormality Classification

Cardiovascular engineering and technology, 2024-06, Vol.15 (3), p.305-316

2024

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Cardiac abnormality detection with a tiny diagonal state space model based on sequential liquid neural processing unit

APL machine learning, 2024-06, Vol.2 (2), p.026112-026112-13

2024

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Biological plausible algorithm for seizure detection: Toward AI-enabled electroceuticals at the edge

APL machine learning, 2024-06, Vol.2 (2), p.026114-026114-11

2024

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Cell detection with convolutional spiking neural network for neuromorphic cytometry

APL machine learning, 2024-06, Vol.2 (2), p.026117-026117-8

2024

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Generalization challenges in electrocardiogram deep learning: insights from dataset characteristics and attention mechanism

Future cardiology, 2024-03, Vol.20 (4), p.209-220

2024

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Neuromorphic cytometry: implementation on cell counting and size estimation

Neuromorphic computing and engineering, 2023-12, Vol.3 (4), p.44005

2023

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Deep learning distinguishes connectomes from focal epilepsy patients and controls: feasibility and clinical implications

Brain communications, 2023-11, Vol.5 (6), p.fcad294-fcad294

2023

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A Non-Newtonian liquid metal enabled enhanced electrography

Biosensors & bioelectronics, 2023-09, Vol.235, p.115414-115414, Article 115414

2023

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Wearable augmentative and alternative communication (wAAC): a novel solution for people with complex communication needs

Virtual reality : the journal of the Virtual Reality Society, 2023-09, Vol.27 (3), p.2441-2459

2023

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A miniaturized and low-energy subcutaneous optical telemetry module for neurotechnology

Journal of neural engineering, 2023-06, Vol.20 (3), p.36017

2023

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Ensemble Approach on Deep and Handcrafted Features for Neonatal Bowel Sound Detection

IEEE journal of biomedical and health informatics, 2023-06, Vol.27 (6), p.2603-2613

2023

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Seizure detection with reduced electroencephalogram channels: research trends and outlook

Royal Society open science, 2023-05, Vol.10 (5), p.230022-230022

2023

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Neuromorphic deep spiking neural networks for seizure detection

Neuromorphic computing and engineering, 2023-03, Vol.3 (1), p.14010

2023

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Semiconducting electrodes for neural interfacing: a review

Chemical Society reviews, 2023-02, Vol.52 (4), p.1491-1518

2023

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Prospects of self-powering leadless pacemakers using piezoelectric energy harvesting technology by heart kinetic motion

2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2023, Vol.2023, p.1-4

2023

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Continental generalization of a human-in-the-loop AI system for clinical seizure recognition

Expert systems with applications, 2022-11, Vol.207, p.118083, Article 118083

2022

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Structure-Function Coupling Reveals Seizure Onset Connectivity Patterns

Applied sciences, 2022-10, Vol.12 (20), p.10487

2022

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70 years of bilirubin sensing: towards the point-of-care bilirubin monitoring in cirrhosis and hyperbilirubinemia

Sensors & diagnostics, 2022-09, Vol.1 (5), p.932-954

2022

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Weak self-supervised learning for seizure forecasting: a feasibility study

Royal Society open science, 2022-08, Vol.9 (8), p.220374

2022

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AFExNet: An Adversarial Autoencoder for Differentiating Breast Cancer Sub-Types and Extracting Biologically Relevant Genes

IEEE/ACM transactions on computational biology and bioinformatics, 2022-07, Vol.19 (4), p.2060-2070

2022

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A Multimodal AI System for Out-of-Distribution Generalization of Seizure Identification

IEEE journal of biomedical and health informatics, 2022-07, Vol.26 (7), p.3529-3538

2022

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Novel electrode architecture for subgaleal electroencephalography: a feasibility study

Sensors & diagnostics, 2022-03, Vol.1 (2), p.245-261

2022

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Efficient Edge-AI Models for Robust ECG Abnormality Detection on Resource-Constrained Hardware

Developing a Chemiresistive Gas Sensor Array for Simultaneous Detection of Ammonia and Carbon Dioxide Gases

On-device edge-learning for cardiac abnormality detection using a bio-inspired and spiking shallow network

S4D-ECG: A Shallow State-of-the-Art Model for Cardiac Abnormality Classification

Cardiac abnormality detection with a tiny diagonal state space model based on sequential liquid neural processing unit

Biological plausible algorithm for seizure detection: Toward AI-enabled electroceuticals at the edge

Cell detection with convolutional spiking neural network for neuromorphic cytometry

Generalization challenges in electrocardiogram deep learning: insights from dataset characteristics and attention mechanism

Neuromorphic cytometry: implementation on cell counting and size estimation

Deep learning distinguishes connectomes from focal epilepsy patients and controls: feasibility and clinical implications

A Non-Newtonian liquid metal enabled enhanced electrography

Wearable augmentative and alternative communication (wAAC): a novel solution for people with complex communication needs

A miniaturized and low-energy subcutaneous optical telemetry module for neurotechnology

Ensemble Approach on Deep and Handcrafted Features for Neonatal Bowel Sound Detection

Seizure detection with reduced electroencephalogram channels: research trends and outlook

Neuromorphic deep spiking neural networks for seizure detection

Semiconducting electrodes for neural interfacing: a review

Prospects of self-powering leadless pacemakers using piezoelectric energy harvesting technology by heart kinetic motion

Continental generalization of a human-in-the-loop AI system for clinical seizure recognition

Structure-Function Coupling Reveals Seizure Onset Connectivity Patterns

70 years of bilirubin sensing: towards the point-of-care bilirubin monitoring in cirrhosis and hyperbilirubinemia

Weak self-supervised learning for seizure forecasting: a feasibility study

AFExNet: An Adversarial Autoencoder for Differentiating Breast Cancer Sub-Types and Extracting Biologically Relevant Genes

A Multimodal AI System for Out-of-Distribution Generalization of Seizure Identification

Novel electrode architecture for subgaleal electroencephalography: a feasibility study

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