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A professionally curated list of resources (papers, data, etc.) on AI for Neurodegenerative Disease Diagnoses Based on Human Gait

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AI for Gait-Based Neurodegenerative Disease Diagnosis (AI4NDD)

A professionally curated list of resources (papers, data, etc.) on AI4NDD, which comprehensively and systematically summarize the recent advances of this filed of research.

We will continuously update this list with the latest resources. Should you find any missed resources or errors, please feel free to open an issue or contribute a pull request.

Survey Paper

A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis (Arxiv)

By Haocong Rao, Minlin Zeng, Xuejiao Zhao, and Chunyan Miao.

Archives and Resources

Overview of Worldwide Effects

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Overview of Worldwide Studies

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Framework Overview

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Overview of All Included Studies

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Statistics of Different Types of NDs Studies and AI Models

Number of studies related to different NDs (PD, HD, MS, AD, ALS) and different model types (C-ML, C-DL, A-DL). “Combinatorial” denotes studies that simultaneously contain diagnosis of multiple NDs including PD,
ALS, and HD. S_{Q} >0.6 indicates the number of high-quality studies.
Type C-ML C-DL A-DL Total S_{Q}>0.6
PD 77 34 13 124 56
Combinatorial (PD, ALS, HD) 11 6 2 19 8
HD 6 1 0 7 1
MS 4 1 1 6 2
AD 3 1 1 5 2
ALS 3 0 0 3 0
Total 104 43 17 164 —
S_{Q}>0.6 23 29 17 — 69

Key Summary of Different Gait-Based Neurodegenerative Diseases (NDs) Studies

Key Summary of Gait-Based PD Studies

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Key Summary of Gait-Based AD Studies

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Key Summary of Gait-Based ALS Studies

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Key Summary of Gait-Based HD Studies

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Key Summary of Gait-Based MS Studies

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Key Summary of Combinatorial Studies (PD, ALS, HD)

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Studies by Different Neurodegenerative Diseases

Parkinson's Disease (PD)

Studies by Different AI Model Types in PD Diagnosis
Conventional Machine Learning Models (C-ML)
Conventional Deep Learning Models (C-DL)
Advanced Deep Learning Models (A-DL)

Huntington’s Disease (HD)

Multiple Sclerosis (MS)

Alzheimer’s Disease (AD)

Amyotrophic Lateral Sclerosis (ALS)

Combinatorial Diagnoses of Different Diseases

Studies by Different Years

2023

2022

2021

2020

2019

2018

2017

2016

2015

2014

2013

2012

List of All Included Papers

No. Title Disease Year Journal /Conference Organization DOI
1 A genetic-ELM neural network computational method for diagnosis of the Parkinson disease gait dataset PD 2020 INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS King Saud University 10.1080/00207160.2019.1607842
2 A low-cost vision system based on the analysis of motor features for recognition and severity rating of Parkinson's Disease PD 2019 BMC MEDICAL INFORMATICS AND DECISION MAKING Politecnico di Bari 10.1186/s12911-019-0987-5
3 A Machine Learning Framework for Gait Classification Using Inertial Sensors: Application to Elderly, Post-Stroke and Huntington's Disease Patients HD (and Post Stroke) 2016 SENSORS Scuola Superiore Sant'Anna 10.3390/s16010134
4 A type-2 neuro-fuzzy system with a novel learning method for Parkinson's disease diagnosis PD 2022 APPLIED INTELLIGENCE Shahid Beheshti University 10.1007/s10489-022-04276-8
5 An Automatic Method for Identifying Huntington's Disease using Gait Dynamics HD 2019 2019 IEEE 31ST INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2019) Universidade Federal de Goias 10.1109/ICTAI.2019.00243
6 An Effective and Automatic Method to Aid the Diagnosis of Amyotrophic Lateral Sclerosis Using One Minute of Gait Signal ALS 2020 2020 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE Universidade Federal de Goias 10.1109/BIBM49941.2020.9313308
7 Artificial Neural Networks Classification of Patients with Parkinsonism based on Gait PD 2018 PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM) Universidade do Minho 10.1109/BIBM.2018.8621466
8 Automatic and non-invasive Parkinson's disease diagnosis and severity rating using LSTM network PD 2021 APPLIED SOFT COMPUTING PSG College Technology 10.1016/j.asoc.2021.107463
9 Automatic Classification of Amyotrophic Lateral Sclerosis through Gait Dynamics ALS 2021 2021 IEEE 45TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE (COMPSAC 2021) Universidade Federal de Goias 10.1109/COMPSAC51774.2021.00295
10 Classification of Gait in Parkinson's Disease using Single Sensors PD 2021 INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER AND ENERGY TECHNOLOGIES (ICECET 2021) Prince Mohammad Bin Fahd University 10.1109/ICECET52533.2021.9698524
11 Classification of gait rhythm signals between patients with neuro-degenerative diseases and normal subjects: Experiments with statistical features and different classification models ALS, PD, HD 2015 BIOMEDICAL SIGNAL PROCESSING AND CONTROL Anhui University 10.1016/j.bspc.2015.02.002
12 Classification of Parkinson's Disease Gait Using Spatial-Temporal Gait Features PD 2015 IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS University of Melbourne 10.1109/JBHI.2015.2450232
13 Classification of Parkinson's Disease Patients-A Deep Learning Strategy PD 2022 ELECTRONICS Universidad de Antioquia 10.3390/electronics11172684
14 Comparison of Walking Protocols and Gait Assessment Systems for Machine Learning-Based Classification of Parkinson's Disease PD 2019 SENSORS Newcastle University 10.3390/s19245363
15 Data-Driven Based Approach to Aid Parkinson's Disease Diagnosis PD 2019 SENSORS Universite Paris-Est-Creteil-Val-de-Marne (UPEC) 10.3390/s19020242
16 Data-driven gait analysis for diagnosis and severity rating of Parkinson's disease PD 2021 MEDICAL ENGINEERING & PHYSICS PSG College Technology 10.1016/j.medengphy.2021.03.005
17 Deep 1D-Convnet for accurate Parkinson disease detection and severity prediction from gait PD 2020 EXPERT SYSTEMS WITH APPLICATIONS Universite de Montreal 10.1016/j.eswa.2019.113075
18 Design and Implementation of ML Model for Early Diagnosis of Parkinson's Disease using Gait Data Analysis in IoT Environment PD 2022 INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS Maharshi Dayanand University
19 Detecting Parkinson's Disease from Wrist-Worn Accelerometry in the UK Biobank PD 2021 SENSORS Lincoln Laboratory; Massachusetts Institute of Technology (MIT) 10.3390/s21062047
20 Detecting Parkinson's Disease through Gait Measures Using Machine Learning PD 2022 DIAGNOSTICS Stanford University 10.3390/diagnostics12102404
21 Detecting Sensitive Mobility Features for Parkinson's Disease Stages Via Machine Learning PD 2021 MOVEMENT DISORDERS Teva Pharmaceutical Industries 10.1002/mds.28631
22 Development of a Neurodegenerative Disease Gait Classification Algorithm Using Multiscale Sample Entropy and Machine Learning Classifiers PD, HD, ALS 2020 ENTROPY National Cheng Kung University 10.3390/e22121340
23 Diagnosing Huntington's Disease Through Gait Dynamics HD 2019 ADVANCES IN VISUAL COMPUTING, ISVC 2019, PT II Universidade Federal de Goias 10.1007/978-3-030-33723-0_41
24 Evaluation of Vertical Ground Reaction Forces Pattern Visualization in Neurodegenerative Diseases Identification Using Deep Learning and Recurrence Plot Image Feature Extraction PD, HD, ALS 2020 SENSORS National Cheng Kung University 10.3390/s20143857
25 Explainable deep learning architecture for early diagnosis of Parkinson's disease PD 2021 SOFT COMPUTING National Taiwan University of Science & Technology 10.1007/s00500-021-06170-w
26 Foot Trajectory Features in Gait of Parkinson's Disease Patients PD 2022 FRONTIERS IN PHYSIOLOGY Tokyo Institute of Technology 10.3389/fphys.2022.726677
27 Exploring Machine Learning to Analyze Parkinson's Disease Patients PD 2018 2018 14TH INTERNATIONAL CONFERENCE ON SEMANTICS, KNOWLEDGE AND GRIDS (SKG) Universidad ICESI 10.1109/SKG.2018.00029
28 Gait and tremor assessment for patients with Parkinson's disease using wearable sensors PD 2016 ICT EXPRESS State University System of Florida 10.1016/j.icte.2016.10.005
29 Gait and tremor investigation using machine learning techniques for the diagnosis of Parkinson disease PD 2018 FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE Jordan University of Science & Technology 10.1016/j.future.2018.02.009
30 Gait Spatiotemporal Signal Analysis for Parkinson's Disease Detection and Severity Rating PD 2021 IEEE SENSORS JOURNAL University of Manchester 10.1109/JSEN.2020.3018262
31 Identification of Gait Events in Healthy and Parkinson's Disease Subjects Using Inertial Sensors: A Supervised Learning Approach PD 2020 IEEE SENSORS JOURNAL Universidade de Sao Paulo 10.1109/JSEN.2020.3011627
32 Identification of Neurodegenerative Diseases Based on Vertical Ground Reaction Force Classification Using Time-Frequency Spectrogram and Deep Learning Neural Network Features PD, HD, ALS 2021 BRAIN SCIENCES National Cheng Kung University 10.3390/brainsci11070902
33 IMU-Based Classification of Parkinson's Disease From Gait: A Sensitivity Analysis on Sensor Location and Feature Selection PD 2018 IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS Roma Tre University 10.1109/JBHI.2018.2865218
34 Interpretable deep learning for the remote characterisation of ambulation in multiple sclerosis using smartphones MS 2021 SCIENTIFIC REPORTS University of Oxford 10.1038/s41598-021-92776-x
35 Investigating the Impact of Environment and Data Aggregation by Walking Bout Duration on Parkinson's Disease Classification Using Machine Learning PD 2022 FRONTIERS IN AGING NEUROSCIENCE Newcastle University 10.3389/fnagi.2022.808518
36 LSTM and Convolution Networks exploration for Parkinson's Diagnosis PD 2019 2019 IEEE COLOMBIAN CONFERENCE ON COMMUNICATIONS AND COMPUTING (COLCOM 2019) Universidad ICESI
37 Machine Learning Algorithm for Gait Analysis and Classification on Early Detection of Parkinson PD 2020 IEEE SENSORS LETTERS Rafik Hariri University 10.1109/LSENS.2020.2994938
38 Machine Learning and Similarity Network Approaches to Support Automatic Classification of Parkinson's Diseases Using Accelerometer-based Gait Analysis PD 2019 PROCEEDINGS OF THE 52ND ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES University of Nebraska System
39 Machine Learning Approach to Support the Detection of Parkinson's Disease in IMU-Based Gait Analysis PD 2022 SENSORS Sapienza University Rome 10.3390/s22103700
40 Machine Learning Based Method for Huntington's Disease Gait Pattern Recognition HD 2019 NEURAL INFORMATION PROCESSING (ICONIP 2019), PT IV University of Sydney 10.1007/978-3-030-36808-1_66
41 Machine learning classification of multiple sclerosis patients based on raw data from an instrumented walkway MS 2022 BIOMEDICAL ENGINEERING ONLINE Memorial University Newfoundland 10.1186/s12938-022-00992-x
42 Machine Learning Classifiers to Evaluate Data From Gait Analysis With Depth Cameras in Patients With Parkinson's Disease PD 2022 FRONTIERS IN HUMAN NEUROSCIENCE Fundacion Valle del Lili 10.3389/fnhum.2022.826376
43 Machine learning-based motor assessment of Parkinson's disease using postural sway, gait and lifestyle features on crowdsourced smartphone data PD 2020 BIOMEDICAL PHYSICS & ENGINEERING EXPRESS Worcester Polytechnic Institute 10.1088/2057-1976/ab39a8
44 Meta-Classifiers in Huntington's Disease Patients Classification, Using iPhone's Movement Sensors Placed at the Ankles HD 2018 IEEE ACCESS Universidad Juarez Autonoma de Tabasco 10.1109/ACCESS.2018.2840327
45 Method of gait disorders in Parkinson's disease classification based on machine learning algorithms PD 2019 PROCEEDINGS OF 2019 IEEE 8TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC 2019) Shanghai University 10.1109/ITAIC.2019.8785586
46 Metric learning for Parkinsonian identification from IMU gait measurements PD 2017 GAIT & POSTURE Oxford Brookes University 10.1016/j.gaitpost.2017.02.012
47 Multimodal Assessment of Parkinson's Disease: A Deep Learning Approach PD 2019 IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS Universidad de Antioquia 10.1109/JBHI.2018.2866873
48 Parkinson's Disease Detection from Gait Patterns PD 2019 2019 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB) Polytechnic University of Bucharest 10.1109/EHB47216.2019.8969942
49 Parkinson's Disease Diagnosis and Severity Assessment Using Ground Reaction Forces and Neural Networks PD 2020 FRONTIERS IN PHYSIOLOGY Monash University 10.3389/fphys.2020.587057
50 PD-ResNet for Classification of Parkinson's Disease From Gait PD 2022 IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE Guangdong University of Technology 10.1109/JTEHM.2022.3180933
51 Predicting Multiple Sclerosis From Gait Dynamics Using an Instrumented Treadmill: A Machine Learning Approach MS 2021 IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING University of Illinois 10.1109/TBME.2020.3048142
52 Quantification of Parkinsonian Kinematic Patterns in Body-Segment Regions During Locomotion PD 2022 JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING Universidad Industrial de Santander 10.1007/s40846-022-00691-x
53 Recognition of Neurodegenerative Diseases with Gait Patterns using Double Feature Extraction Methods PD, ALS, HD 2020 PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS 2020) Mother Teresa Women's University 10.1109/ICICCS48265.2020.9120920
54 Selecting Clinically Relevant Gait Characteristics for Classification of Early Parkinson's Disease: A Comprehensive Machine Learning Approach PD 2019 SCIENTIFIC REPORTS Newcastle University 10.1038/s41598-019-53656-7
55 Smartphone- and Smartwatch-Based Remote Characterisation of Ambulation in Multiple Sclerosis During the Two-Minute Walk Test MS 2021 IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS University of Oxford 10.1109/JBHI.2020.2998187
56 Smartphone-Based Digital Biomarkers for Parkinson's Disease in a Remotely-Administered Setting PD 2022 IEEE ACCESS Helmholtz Association 10.1109/ACCESS.2022.3156659
57 Smartphone-Based Gait Assessment to Infer Parkinson's Disease Severity using Crowdsourced Data PD 2017 2017 IEEE-NIH HEALTHCARE INNOVATIONS AND POINT OF CARE TECHNOLOGIES (HI-POCT) Worcester Polytechnic Institute 10.1109/HIC.2017.8227621
58 Using Machine Learning Algorithms for Identifying Gait Parameters Suitable to Evaluate Subtle Changes in Gait in People with Multiple Sclerosis MS 2021 BRAIN SCIENCES Technische Universitat Dresden 10.3390/brainsci11081049
59 Vertical ground reaction force marker for Parkinson's disease PD 2017 PLOS ONE University of North Dakota Grand Forks 10.1371/journal.pone.0175951
60 Vision-based gait analysis for real-time Parkinson disease identification and diagnosis system PD 2022 HEALTH SYSTEMS Sathyabama Institute of Science & Technology 10.1080/20476965.2022.2125838
61 Early Alzheimer's Disease Diagnosis Using Wearable Sensors and Multilevel Gait Assessment: A Machine Learning Ensemble Approach AD 2023 IEEE SENSORS JOURNAL Korea National University of Transportation 10.1109/JSEN.2023.3259034
62 AI Computing as Ubiquitous Healthcare Solution: Predict Parkinson's for Large Masses in Society PD 2023 IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS Indian Institute of Information Technology 10.1109/TCSS.2022.3224046
63 A deep learning approach for parkinson's disease severity assessment PD 2022 HEALTH AND TECHNOLOGY Tampere University 10.1007/s12553-022-00698-z
64 A Riemannian Deep Learning Representation to Describe Gait Parkinsonian Locomotor Patterns PD 2022 Annu Int Conf IEEE Eng Med Biol Soc Biomedical Imaging, Vision and Learning Laboratory 10.1109/EMBC48229.2022.9871206
65 Accelerating diagnosis of Parkinson's disease through risk prediction PD 2021 BMC Neurol Harvard Medical School 10.1186/s12883-021-02226-4
66 Multimodal Gait Recognition for Neurodegenerative Diseases ALS, HD, and PD 2022 IEEE Trans Cybern Qingdao University 10.1109/TCYB.2021.3056104
67 Alzheimer's Disease Classification With a Cascade Neural Network ALS 2020 Front Public Health Shenzhen People’s Hospital 10.3389/fpubh.2020.584387
68 A Deep Learning-Based Approach for Gait Analysis in Huntington Disease HD 2019 Stud Health Technol Inform The University of Sydney 10.3233/SHTI190267
69 Models of Parkinson's Disease Patient Gait PD 2020 IEEE J Biomed Health Inform St. Francis Xavier University 10.1109/JBHI.2019.2961808
70 Personalised Gait Recognition for People with Neurological Conditions PS, PD 2022 Sensors (Basel) Universidade de Lisboa 10.3390/s22113980
71 A Dual-Modal Attention-Enhanced Deep Learning Network for Quantification of Parkinson's Disease Characteristics PD 2020 IEEE Trans Neural Syst Rehabil Eng Anhui University 10.1109/TNSRE.2019.2946194
72 Automated freezing of gait assessment with marker-based motion capture and multi-stage spatial-temporal graph convolutional neural networks PD 2022 J Neuroeng Rehabil KU Leuven 10.1186/s12984-022-01025-3
73 Measuring Gait Quality in Parkinson's Disease through Real-Time Gait Phase Recognition PD 2018 Sensors (Basel) Sapienza University of Rome 10.3390/s18030919
74 Parkinson's disease classification using gait analysis via deterministic learning PD 2016 Neurosci Lett Longyan University 10.1016/j.neulet.2016.09.043
75 Effective detection of abnormal gait patterns in Parkinson's disease patients using kinematics, nonlinear, and stability gait features PD 2022 Hum Mov Sci Universidad de Antioquia 10.1016/j.humov.2021.102891
76 Classification of Parkinson's disease with freezing of gait based on 360° turning analysis using 36 kinematic features PD 2021 J Neuroeng Rehabil Dong-A University 10.1186/s12984-021-00975-4
77 Comparative Motor Pre-clinical Assessment in Parkinson's Disease Using Supervised Machine Learning Approaches PD (and Idiopathic Hyposmia (IH)) 2018 Ann Biomed Eng Viale Rinaldo Piaggio 10.1007/s10439-018-2104-9
78 Alzheimer's Disease Detection Using Comprehensive Analysis of Timed Up and Go Test via Kinect V.2 Camera and Machine Learning AD 2022 IEEE Trans Neural Syst Rehabil Eng Florida Atlantic University 10.1109/TNSRE.2022.3181252
79 Tensor Decomposition of Gait Dynamics in Parkinson's Disease PD 2018 IEEE Trans Biomed Eng Linkoping University 10.1109/TBME.2017.2779884
80 Modelling and identification of characteristic kinematic features preceding freezing of gait with convolutional neural networks and layer-wise relevance propagation PD 2021 BMC Med Inform Decis Mak KU Leuven 10.1186/s12911-021-01699-0
81 Motion tracking and gait feature estimation for recognising Parkinson's disease using MS Kinect PD 2015 Biomed Eng Online University of Chemistry and Technology in Prague 10.1186/s12938-015-0092-7
82 Prediction and detection of freezing of gait in Parkinson's disease from plantar pressure data using long short-term memory neural-networks PD 2021 J Neuroeng Rehabil University of Waterloo 10.1186/s12984-021-00958-5
83 Application of Machine Learning in Postural Control Kinematics for the Diagnosis of Alzheimer's Disease AD 2016 Comput Intell Neurosci University ofMinho 10.1155/2016/3891253
84 Identification of Gait Events in Healthy Subjects and With Parkinson's Disease Using Inertial Sensors: An Adaptive Unsupervised Learning Approach PD 2020 IEEE Trans Neural Syst Rehabil Eng University of São Paulo 10.1109/TNSRE.2020.3039999
85 Using gait analysis' parameters to classify Parkinsonism: A data mining approach PD 2019 Comput Methods Programs Biomed University Hospital of Naples 10.1016/j.cmpb.2019.105033
86 Unsupervised Pre-trained Models from Healthy ADLs Improve Parkinson's Disease Classification of Gait Patterns PD 2020 Annu Int Conf IEEE Eng Med Biol Soc Arizona State University 10.1109/EMBC44109.2020.9176572
87 HMM for classification of Parkinson's disease based on the raw gait data PD 2014 J Med Syst Iran University ofScience and Technology 10.1007/s10916-014-0147-5
88 Turning Detection During Gait: Algorithm Validation and Influence of Sensor Location and Turning Characteristics in the Classification of Parkinson's Disease PD 2020 Sensors (Basel) Newcastle University 10.3390/s20185377
89 A Validation Study of Freezing of Gait (FoG) Detection and Machine-Learning-Based FoG Prediction Using Estimated Gait Characteristics with a Wearable Accelerometer PD 2018 Sensors (Basel) Inje University 10.3390/s18103287
90 Classification of gait patterns between patients with Parkinson's disease and healthy controls using phase space reconstruction (PSR), empirical mode decomposition (EMD) and neural networks PD 2019 Neural Netw Longyan University 10.1016/j.neunet.2018.12.012
91 An automatic non-invasive method for Parkinson's disease classification PD 2017 Comput Methods Programs Biomed Indian Institute of Technology 10.1016/j.cmpb.2017.04.007
92 Predicting Early Stage Drug Induced Parkinsonism using Unsupervised and Supervised Machine Learning PD (Drug induced) 2020 Annu Int Conf IEEE Eng Med Biol Soc IITB-Monash Research Academy and IIT Bombay 10.1109/EMBC44109.2020.9175343
93 A novel approach for analysis of altered gait variability in amyotrophic lateral sclerosis ALS 2016 Med Biol Eng Comput Anhui University 10.1007/s11517-015-1413-5
94 Automatic recognition of Parkinson's disease using surface electromyography during standardized gait tests PD 2013 Annu Int Conf IEEE Eng Med Biol Soc FriedrichAlexander University of Erlangen-Nuremberg 10.1109/EMBC.2013.6610865
95 Freezing of gait in Parkinson's disease: Classification using computational intelligence PD 2023 Biosystems Brock University 10.1016/j.biosystems.2023.105006
96 Classification of mild Parkinson's disease: data augmentation of time-series gait data obtained via inertial measurement units PD 2023 Scientific Reports Tokyo Institute of Technology 10.1038/s41598-023-39862-4
97 Specific Distribution of Digital Gait Biomarkers in Parkinson's Disease Using Body-Worn Sensors and Machine Learning PD 2023 The Journals of Gerontology, Series A: Biological Sciences and Medical Sciences, Fujian Medical University Union Hospital 10.1093/gerona/glad101
98 A novel plantar pressure analysis method to signify gait dynamics in Parkinson's disease PD 2023 Mathematical Biosciences and Engineering Nankai University 10.3934/mbe.2023601
99 WM-STGCN: A Novel Spatiotemporal Modeling Method for Parkinsonian Gait Recognition PD 2023 Sensors (Basel) Sungkyunkwan University 10.3390/s23104980
100 Coordination Rigidity in the Gait, Posture, and Speech of Persons with Parkinson's Disease PD 2023 Journal of Motor Behavior McMaster University 10.1080/00222895.2023.2217100
101 Static-Dynamic Temporal Networks for Parkinson's Disease Detection and Severity Prediction PD 2023 IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING Changzhou University 10.1109/TNSRE.2023.3269569
102 Can Gait Features Help in Differentiating Parkinson's Disease Medication States and Severity Levels? A Machine Learning Approach PD 2022 Sensors (Basel) Hellenic Mediterranean University 10.3390/s22249937
103 Machine learning models for Parkinson's disease detection and stage classification based on spatial-temporal gait parameters PD 2022 Gait Posture Universidade do Porto 10.1016/j.gaitpost.2022.08.014
104 Gait Detection from a Wrist-Worn Sensor Using Machine Learning Methods: A Daily Living Study in Older Adults and People with Parkinson's Disease PD 2022 Sensors (Basel) Tel Aviv Sourasky Medical Center 10.3390/s22187094
105 Deep Learning for Daily Monitoring of Parkinson's Disease Outside the Clinic Using Wearable Sensors PD 2022 Sensors (Basel) Cohen Veterans Bioscience 10.3390/s22186831
106 Petri net transition times as training features for multiclass models to support the detection of neurodegenerative diseases PD, ALS, HD 2022 Biomedical Physics & Engineering Express Campus de Tulcán 10.1088/2057-1976/ac8c9a
107 Multimodal Gait Recognition for Neurodegenerative Diseases PD 2022 IEEE Transactions on Cybernetics Qingdao University 10.1109/TCYB.2021.3056104
108 Classification of Neurodegenerative Diseases via Topological Motion Analysis—A Comparison Study for Multiple Gait Fluctuations ALS, HD, PD 2020 IEEE Access Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences China. 10.1109/ACCESS.2020.2996667
109 Assessment of gait spatio-temporal parameters in neurological disorders using wearable inertial sensors HD (and post-stroke) 2020 Sensor 2016 University of Sassari 10.1186/s12984-020-00728-9
110 Classification of Subjects with Parkinson's Disease Using Gait Data Analysis PD 2018 2018 International Conference on Automation and Computational Engineering (ICACE) Guru Gobind Singh Indraprastha University 10.1109/ICACE.2018.8687022
111 Classification of Parkinson’s disease and essential tremor based on balance and gait characteristics from wearable motion sensors via machine learning techniques: a data-driven approach PD (and essential tremor) 2020 J Neuroeng Rehabil Department of Physical Therapy, Ithaca College 10.1186/s12984-020-00756-5
112 Recognizing Parkinsonian Gait Pattern by Exploiting Fine-Grained Movement Function Features PD 2016 ACM Trans. Northwestern Polytechnical University 10.1145/2890511
113 Visualising and quantifying relevant parkinsonian gait patterns using 3D convolutional network PD 2021 Journal of Biomedical Informatics 123 (2021) 103935 Universidad Industrial de Santander 10.1016/j.jbi.2021.103935
114 String Grammar Unsupervised Possibilistic Fuzzy C-Medians for Gait Pattern Classification in Patients with Neurodegenerative Diseases PD, HD, and ALS 2018 Comput Intell Neurosci Chiang Mai University 10.1155/2018/1869565
115 Detection of mild cognitive impairment and Alzheimer’s disease using dual-task gait assessments and machine learning AD (and mild cognitive impairment (MCI)) 2020 Biomedical Signal Processing and Control 64 (2021) 102249 Florida Atlantic University 10.1016/j.bspc.2020.102249
116 Development of Neuro-Degenerative Diseases’ Gait Classification Algorithm Using Convolutional Neural Network and Wavelet Coherence Spectrogram of Gait Synchronization ALS, HD, and PD 2022 IEEE Access National Cheng Kung University 10.1109/ACCESS.2022.3158961
117 A local volumetric covariance descriptor for markerless Parkinsonian gait pattern quantification PD 2022 Multimedia Tools and Applications Universidad Industrial de Santander 10.1007/s11042-022-12280-w
118 A novel computer vision based gait analysis technique for normal and Parkinson’s gaits classification PD 2020 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech) University of Lincoln 10.1109/DASC-PICom-CBDCom-CyberSciTech49142.2020.00045
119 Inter-limb time-varying singular value: A new gait feature for Parkinson’s disease detection and stage classification PD 2021 Measurement 177 (2021) 109249 Sahand University of Technology 10.1016/j.measurement.2021.109249
120 Clinical Human Gait Classification: Extreme Learning Machine Approach MS (and stroke, cerebral palsy (children)) 2019 2019 1st international conference on advances in science, engineering and robotics technology (ICASERT) National Institute of Technology, Srinagar 10.1109/ICASERT.2019.8934463
121 EVALUATION OF GAIT BEHAVIOR WITH STATE SPACE VECTORS FOR CLASSIFICATION OF NEURODEGENERATIVE DISEASES PD, HD, or ALS 2020 EJONS International Journal on Mathematic, Engineering and Natural Sciences Başkent University 10.38063/ejons.255
122 Classification of Parkinson’s Disease-Associated Gait Patterns PD 2021 Research in Intelligent and Computing in Engineering. Advances in Intelligent Systems and Computing, vol 1254 Institute of Science and Information Technology 10.1007/978-981-15-7527-3_56
123 Hybrid Correlation-Neural Network Synergy for Gait Signal Classification PD, HD, ALS 2013 Advances in Heuristic Signal Processing and Applications Heritage Institute of Technology 10.1007/978-3-642-37880-5_12
124 Unbiased and Mobile Gait Analysis Detects Motor Impairment in Parkinson's Disease PD 2013 PLoS ONE 8(2): e56956. University Hospital Erlangen 10.1371/journal.pone.0056956
125 Parkinson Disease Gait Classification based on Machine Learning Approach PD 2012 2012 Asain Network for Scientific Information Universiti teknologi MARA 10.3923/jas.2012
126 Parkinsonian Gait Motor Impairment Detection Using Decision Tree PD 2013 2013 European Modelling Symposium Universiti teknologi MARA 10.1109/EMS.2013.36
127 Parkinsonian gait patterns quantification from principal geodesic analysis PD 2022 Pattern Analysis and Applications Universidad Industrial de Santander 10.1007/s10044-022-01115-x
128 SVM-Based Gait Analysis and Classification for Patients with Parkinson’s Disease PD 2021 2021 15th International Symposium on Medical Information and Communication Technology (ISMICT) Guangdong University of Technology 10.1109/ISMICT51748.2021.9434916
129 SlowFast GCN Network for Quantification of Parkinsonian Gait Using 2D Videos PD 2022 2022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER) Nankai University 10.1109/CYBER55403.2022.9907308
130 Spatiotemporal Ground Reaction Force Analysis using Convolutional Neural Networks to Analyze Parkinsonian Gait PD 2021 arXiv preprint arXiv:2102.00628 The Open University of Sri Lanka 10.48550/arXiv.2102.00628
131 Supervised machine learning based gait classification system for early detection and stage classification of Parkinson’s disease PD 2020 Applied Soft Computing PSG College of Technology 10.1016/j.asoc.2020.106494
132 Towards automated human gait disease classification using phase space representation of intrinsic mode functions PD, HD and ALS 2017 Automated Visual Inspection and Machine Vision II Indian Institute of Technology 10.1117/12.2278894
133 An abnormal gait monitoring system for patients with Parkinson's disease based on wearable devices PD 2022 2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) University of Science and Technology of China 10.1109/CISP-BMEI56279.2022.9980005
134 Gait classification for early detection and severity rating of Parkinson’s disease based on hybrid signal processing and machine learning methods PD 2022 Cognitive Neurodynamics Longyan University 10.1007/s11571-022-09925-9
135 Using Machine Learning Algorithms for Neurodegenerative Disease Gait Classification PD, ALS, HD 2023 Ingenierías USBMed University of San Buenaventura 10.1007/s11571-022-09925-9
136 Gait Classification of Parkinson’s Disease with Supervised Machine Learning Approach PD 2022 2022 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES) Universiti Tunku Abdul Rahman 10.1109/IECBES54088.2022.10079640
137 Automatic Assessments of Parkinsonian Gait with Wearable Sensors for Human Assistive Systems PD 2023 Sensors Zhejiang University 10.3390/s23042104
138 A vision‐based clinical analysis for classification of knee osteoarthritis, Parkinson's disease and normal gait with severity based on k‐nearest neighbour PD (and knee osteoar- thritis (KOA)) 2022 Expert Systems Shri Mata Vaishno Devi University 10.1111/exsy.12955
139 Deep Learning-Based Classification of Neurodegenerative Diseases Using Gait Dataset: A Comparative Study PD, ALS, HD 2023 Proceedings of the 2023 International Conference on Robotics, Control and Vision Engineering University of Technology Sydney 10.1145/3608143.3608154
140 Classification of Parkinson's Disease Patients and Effectiveness of Medication for Freezing of Gait PD 2022 2022 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB) Brock University 10.1109/CIBCB55180.2022.9863050
141 Detecting parkinson's disease using gait analysis with particle swarm optimization. PD 2018 Applications in Health, Assistance, and Entertainment: 4th International Conference Hefei University of Technology
142 Pathological gait detection of Parkinson’s disease using sparse representation PD 2013 2013 International Conference on Digital Image Computing: Techniques and Applications (DICTA) Intelligent Polymer Research Institute
143 Gait-Ground Reaction Force Sensors Selection Based on ROC Curve Evaluation PD 2015 Journal of Computer and Communications Université Jean-Monnet
144 Detection of Parkinson’s disease by Shifted One Dimensional Local Binary Patterns from gait PD 2016 Expert Systems With Applications Batman University
145 A Q-backpropagated time delay neural network for diagnosing severity of gait disturbances in Parkinson’s disease, PD 2016 Journal of Biomedical Informatics Anna University
146 Measuring signal fluctuations in gait rhythm time series of patients with Parkinson’s disease using entropy parameter PD Biomedical Signal Processing and Control Xiamen University
147 A robust, cost-effective and non-invasive computer-aided method for diagnosis three types of neurodegenerative diseases with gait signal analysis PD, HD, ALS 2020 Measurement Sahand University of Technology
148 Statistical Energy Values and Peak Analysis (SEP) Approach for Detection of NeuroDegenerative Diseases PD, HD, ALS 2018 International Journal Of Modern Engineering Research (IJMER) Mother Teresa Women‟s University
149 Neurodegenerative Disease Classification Using Nonlinear Gait Signal Analysis, Genetic Algorithm and Ensemble Classifier. PD, HD, ALS 2017 26th Iranian Conference on Electrical Engineering (ICEE2018) Islamic Azad University
150 A machine learning approach to distinguish Parkinson’s disease (PD) patient’s with shuffling gait from older adults based on gait signals using 3D motion analysis, PD 2018 International Journal of Engineering & Technology Inje University
151 Gait analysis based approach for Parkinson’s disease modeling with decision tree classifiers, PD 2018 2018 IEEE International Conference on Systems, Man, and Cybernetics Tallinn University of Technology
152 Parkinson's disease monitoring from gait analysis via foot-worn sensors PD 2018 Biocybernetics and Biomedical Engineering Başkent University
153 A computer aided diagnosis system for the early detection of neurodegenerative diseases using linear and non-linear analysis. PD 2018 2018 IEEE 4th Middle East Conference on Biomedical Engineering (MECBME Helwan University
154 High accuracy discrimination of Parkinson’s disease participants from healthy controls using smartphones. PD 2014 2014 IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) Aston University
155 Bayesian classification and analysis of gait disorders using image and depth sensors of Microsoft Kinect PD 2015 Digital Signal Processing Institute of Chemical Technology in Prague
156 Selection of gait parameters for differential diagnostics of patients with de novo Parkinson’s disease PD 2017 Neurological Research University of Belgrade
157 Tensor decomposition of gait dynamics in Parkinson’s disease PD 2017 IEEE Transactions on Biomedical Engineering Linkoping University,
158 Automatic detection of freezing of gait events in patients with Parkinson's disease PD 2013 Computer methods and programs in biomedicine University of Ioannina 10.1016/j.cmpb.2012.10.016
159 Automatic diagnosis of neuro-degenerative diseases using gait dynamics PD, HD, ALS 2012 Measurement Iran University of Science and Technology 10.1016/j.measurement.2012.04.013
160 A hybrid spatio-temporal model for detection and severity rating of Parkinson's disease from gait data PD 2018 Neurocomputing Ocean University of China 10.1016/j.neucom.2018.03.032
161 Biomechanical parameters assessment for the classification of Parkinson disease using bidirectional long short-term memory PD 2020 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) University of Florence 10.1109/EMBC44109.2020.9176051
162 Deep learning identifies digital biomarkers for self-reported Parkinson's disease PD 2020 Patterns University of Michigan Medical School 10.1016/j.patter.2020.100042
163 detection of parkinson's disease from gait using neighborhood representation local binary patterns PD 2020 Biomedical Signal Processing and Control Middle East Technical University 10.1016/j.bspc.2020.102070
164 Parkinsons disease classification using wavelet transform based feature extraction of gait data PD 2022 2017 International Conference on Circuits Power and Computing Technologies [ICCPCT] Rajiv Gandhi Institute of Technology 10.1109/ICCPCT.2017.8074230

Taxonomy of Gait Data

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Research Vision on 3D Skeleton based NDs Diagnosis

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Citation

If you found this repository useful, please consider citing:

@article{rao2024survey,
      title={A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis}, 
      author={Rao, Haocong and Zeng, Minlin and Zhao, Xuejiao and Miao, Chunyan},
      year={2024},
      journal={arXiv preprint arXiv:2405.13082},
}

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A professionally curated list of resources (papers, data, etc.) on AI for Neurodegenerative Disease Diagnoses Based on Human Gait

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