Concepedia

Machine Learning For Fall Detection

Machine Learning for Fall Detection is a computational methodology that employs machine learning algorithms to automatically identify and classify human falls from sensor or video data, distinguished by its focus on modeling temporal-spatial patterns indicative of fall events within the broader domain of activity recognition systems.

528

Publications

25.8K

Citations

1.9K

Authors

687

Institutions

Publications per year

2017–2026

387

Parents

Publications

528

UP-Fall Detection Dataset: A Multimodal Approach

Lourdes Martínez-Villaseñor, Hiram Pönce, Jorge Brieva et al. · Sensors · 2019 · 386 citations · Full text

, , +15

Detecting Falls with Wearable Sensors Using Machine Learning Techniques

Ahmet Turan Özdemir, Billur Barshan · Sensors · 2014 · 372 citations · Full text

, , +16

A Posture Recognition-Based Fall Detection System for Monitoring an Elderly Person in a Smart Home Environment

Miao Yu, Adel Rhuma, Syed Mohsen Naqvi et al. · IEEE Transactions on Information Technology in Biomedicine · 2012 · 315 citations · Full text

, , +16

Depth-Based Human Fall Detection via Shape Features and Improved Extreme Learning Machine

Xin Ma, Haibo Wang, Bingxia Xue et al. · IEEE Journal of Biomedical and Health Informatics · 2014 · 285 citations · Full text

, , +15

Vision-Based Fall Detection with Convolutional Neural Networks

Adrián Núñez-Marcos, Gorka Azkune, Ignacio Arganda‐Carreras · Wireless Communications and Mobile Computing · 2017 · 274 citations · Full text

, , +16

1–5 of 528

Authors

1.9K

  1. EC
    E. Casilari

    Universidad de Málaga, Spain

    7 publications · 339 citations

    7

    h-index

  2. WM
    Weidong Min

    Nanchang University, China

    6 publications · 285 citations

    6

    h-index

  3. MY
    Miao Yu

    Loughborough University, United Kingdom

    6 publications · 565 citations

    6

    h-index

  4. MG
    Moeness G. Amin

    Villanova University, United States

    5 publications · 551 citations

    5

    h-index

  5. SM
    Syed Mohsen Naqvi

    Newcastle University, United Kingdom

    5 publications · 547 citations

    5

    h-index

1–5 of 1.9K

Institutions

687

  1. Marche Polytechnic University

    Ancona, Italy

    9 h-index

    42 publications

    1K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    17 publications

    314 citations

  3. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    23 publications

    1.4K citations

  4. Universidad de Málaga

    Málaga, Spain

    7 h-index

    22 publications

    1.1K citations

  5. Nanchang University

    Nanchang, China

    7 h-index

    33 publications

    1.5K citations

  6. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    7 h-index

    28 publications

    1.6K citations

  7. King Saud University

    Riyadh, Saudi Arabia

    6 h-index

    13 publications

    449 citations

  8. University of Toronto

    Toronto, Canada

    6 h-index

    17 publications

    561 citations

1–8 of 687

Venues

  1. Sensors

    47 publications · 3.4K citations

    29

    h-index

  2. IEEE Access

    29 publications · 1.4K citations

    22

    h-index

  3. IEEE Sensors Journal

    16 publications · 1.3K citations

    14

    h-index

  4. IEEE Journal of Biomedical and Health Informatics

    14 publications · 1.7K citations

    14

    h-index

  5. Multimedia Tools and Applications

    11 publications · 444 citations

    11

    h-index

1–5