Real-time detection of freezing of gait in Parkinson's disease using multi-head convolutional neural networks and a single inertial sensor

L Borzì, L Sigcha, D Rodríguez-Martín… - Artificial intelligence in …, 2023 - Elsevier
Background: Freezing of gait (FOG) is one of the most disabling symptoms of Parkinson's
disease (PD), contributing to poor quality of life and increased risk of falls. Wearable sensors …

Improvement of Performance in Freezing of Gait detection in Parkinson's Disease using Transformer networks and a single waist-worn triaxial accelerometer

L Sigcha, L Borzì, I Pavón, N Costa, S Costa… - … Applications of Artificial …, 2022 - Elsevier
Freezing of gait (FOG) is one of the most incapacitating symptoms in Parkinson's disease,
affecting more than 50% of patients in advanced stages of the disease. The presence of …

[HTML][HTML] Deep learning approaches for detecting freezing of gait in Parkinson's disease patients through on-body acceleration sensors

L Sigcha, N Costa, I Pavón, S Costa, P Arezes… - Sensors, 2020 - mdpi.com
Freezing of gait (FOG) is one of the most incapacitating motor symptoms in Parkinson's
disease (PD). The occurrence of FOG reduces the patients' quality of live and leads to falls …

Detection of freezing of gait using convolutional neural networks and data from lower limb motion sensors

B Shi, A Tay, WL Au, DML Tan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Parkinson's disease (PD) is a chronic, non-reversible neurodegenerative disorder, and
freezing of gait (FOG) is one of the most disabling symptoms in PD as it is often the leading …

Evaluation of deep convolutional neural networks for detection of freezing of gait in Parkinson's disease patients

Y Xia, J Zhang, Q Ye, N Cheng, Y Lu… - … Signal Processing and …, 2018 - Elsevier
Background and objective Freezing of gait (FOG) is a symptom that manifests as an episodic
inability to move. It happens typically in patients with advanced Parkinson's disease (PD) …

Validation of freezing-of-gait monitoring using smartphone

HB Kim, HJ Lee, WW Lee, SK Kim, HS Jeon… - Telemedicine and e …, 2018 - liebertpub.com
Background: Freezing of gait (FOG) is a commonly observed motor symptom for patients
with Parkinson's disease (PD). The symptoms of FOG include reduced step lengths or motor …

Deep learning for freezing of gait detection in Parkinson's disease patients in their homes using a waist-worn inertial measurement unit

J Camps, A Sama, M Martín, D Rodriguez-Martin… - Knowledge-Based …, 2018 - Elsevier
Among Parkinson's disease (PD) motor symptoms, freezing of gait (FOG) may be the most
incapacitating. FOG episodes may result in falls and reduce patients' quality of life. Accurate …

Detection and prediction of freezing of gait with wearable sensors in Parkinson's disease

W Zhang, H Sun, D Huang, Z Zhang, J Li, C Wu… - Neurological …, 2024 - Springer
Freezing of gait (FoG) is one of the most distressing symptoms of Parkinson's Disease (PD),
commonly occurring in patients at middle and late stages of the disease. Automatic and …

[HTML][HTML] Recent trends in wearable device used to detect freezing of gait and falls in people with Parkinson's disease: A systematic review

T Huang, M Li, J Huang - Frontiers in aging neuroscience, 2023 - frontiersin.org
Background The occurrence of freezing of gait (FOG) is often observed in moderate to last-
stage Parkinson's disease (PD), leading to a high risk of falls. The emergence of the …

Deep learning for detecting freezing of gait episodes in Parkinson's disease based on accelerometers

J Camps, A Samà, M Martín… - … : 14th International Work …, 2017 - Springer
Freezing of gait (FOG) is one of the most incapacitating symptoms among the motor
alterations of Parkinson's disease (PD). Manifesting FOG episodes reduce patients' quality …