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) …

A deep convolutional-recurrent neural network for freezing of gait detection in patients with Parkinson's disease

Y Zhang, D Gu - 2019 12th International Congress on Image …, 2019 - ieeexplore.ieee.org
Freezing of gait (FOG) is a common symptom in Parkinson's disease (PD) patients that may
result in falls and injuries. The accurate detection of FOG events is important for the clinical …

Improved deep learning technique to detect freezing of gait in Parkinson's disease based on wearable sensors

B Li, Z Yao, J Wang, S Wang, X Yang, Y Sun - Electronics, 2020 - mdpi.com
Freezing of gait (FOG) is a paroxysmal dyskinesia, which is common in patients with
advanced Parkinson's disease (PD). It is an important cause of falls in PD patients and is …

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 …

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 …

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 …

Comparison of state-of-the-art deep learning architectures for detection of freezing of gait in Parkinson's disease

EC Klaver, IB Heijink, G Silvestri, JPP van Vugt… - Frontiers in …, 2023 - frontiersin.org
Introduction Freezing of gait (FOG) is one of the most debilitating motor symptoms
experienced by patients with Parkinson's disease (PD). FOG detection is possible using …

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 …

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 …