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 …

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 …

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 …

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) …

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 …

DeepFoG: an IMU-based detection of freezing of gait episodes in Parkinson's disease patients via deep learning

T Bikias, D Iakovakis, S Hadjidimitriou… - Frontiers in Robotics …, 2021 - frontiersin.org
Freezing of Gait (FoG) is a movement disorder that mostly appears in the late stages of
Parkinson's Disease (PD). It causes incapability of walking, despite the PD patient's …

Wearable-sensor-based detection and prediction of freezing of gait in Parkinson's disease: a review

S Pardoel, J Kofman, J Nantel, ED Lemaire - Sensors, 2019 - mdpi.com
Freezing of gait (FOG) is a serious gait disturbance, common in mid-and late-stage
Parkinson's disease, that affects mobility and increases fall risk. Wearable sensors have …

Using wearable sensors and machine learning to automatically detect freezing of gait during a FOG-provoking test

T Reches, M Dagan, T Herman, E Gazit, NA Gouskova… - Sensors, 2020 - mdpi.com
Freezing of gait (FOG) is a debilitating motor phenomenon that is common among
individuals with advanced Parkinson's disease. Objective and sensitive measures are …

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 …