A review of multimodal human activity recognition with special emphasis on classification, applications, challenges and future directions
出版年份 2021 全文链接
标题
A review of multimodal human activity recognition with special emphasis on classification, applications, challenges and future directions
作者
关键词
Activity recognition, Computer vision, Wearable sensors, Fusion of vision and inertial sensors, Smart-shoes, Multimodality
出版物
KNOWLEDGE-BASED SYSTEMS
Volume 223, Issue -, Pages 106970
出版商
Elsevier BV
发表日期
2021-04-19
DOI
10.1016/j.knosys.2021.106970
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Robust visual tracking with correlation filters and metric learning
- (2020) Di Yuan et al. KNOWLEDGE-BASED SYSTEMS
- Collaborative learning based on centroid-distance-vector for wearable devices
- (2020) Dequn Kong et al. KNOWLEDGE-BASED SYSTEMS
- A knowledge-light approach to personalised and open-ended human activity recognition
- (2020) Anjana Wijekoon et al. KNOWLEDGE-BASED SYSTEMS
- A survey on multi-modal social event detection
- (2020) Han Zhou et al. KNOWLEDGE-BASED SYSTEMS
- Simultaneous Utilization of Inertial and Video Sensing for Action Detection and Recognition in Continuous Action Streams
- (2020) Haoran Wei et al. IEEE SENSORS JOURNAL
- CAVIAR: Context-driven Active and Incremental Activity Recognition
- (2020) Claudio Bettini et al. KNOWLEDGE-BASED SYSTEMS
- A Novel Point Cloud Encoding Method Based on Local Information for 3D Classification and Segmentation
- (2020) Yanan Song et al. SENSORS
- C-MHAD: Continuous Multimodal Human Action Dataset of Simultaneous Video and Inertial Sensing
- (2020) Haoran Wei et al. SENSORS
- Deep learning-based multi-modal approach using RGB and skeleton sequences for human activity recognition
- (2020) Pratishtha Verma et al. MULTIMEDIA SYSTEMS
- RDBN: Visual relationship detection with inaccurate RGB-D images
- (2020) Xiaozhou Liu et al. KNOWLEDGE-BASED SYSTEMS
- A Hierarchical Learning Approach for Human Action Recognition
- (2020) Nicolas Lemieux et al. SENSORS
- Evaluating fusion of RGB-D and inertial sensors for multimodal human action recognition
- (2019) Javed Imran et al. Journal of Ambient Intelligence and Humanized Computing
- A Hierarchical Deep Fusion Framework for Egocentric Activity Recognition Using a Wearable Hybrid Sensor System
- (2019) Haibin Yu et al. SENSORS
- UP-Fall Detection Dataset: A Multimodal Approach
- (2019) Lourdes Martínez-Villaseñor et al. SENSORS
- Is that my hand? An egocentric dataset for hand disambiguation
- (2019) Sergio Cruz et al. IMAGE AND VISION COMPUTING
- Assessing physical activity and functional fitness level using convolutional neural networks
- (2019) Alejandro Galán-Mercant et al. KNOWLEDGE-BASED SYSTEMS
- Fusion of Video and Inertial Sensing for Deep Learning–Based Human Action Recognition
- (2019) Haoran Wei et al. SENSORS
- An improved CNN framework for detecting and tracking human body in unconstraint environment
- (2019) N. Kumar et al. KNOWLEDGE-BASED SYSTEMS
- Human Action Recognition Using Deep Multilevel Multimodal (${M}^{2}$ ) Fusion of Depth and Inertial Sensors
- (2019) Zeeshan Ahmad et al. IEEE SENSORS JOURNAL
- Moments in Time Dataset: One Million Videos for Event Understanding
- (2019) Mathew Monfort et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Imaging and fusing time series for wearable sensor-based human activity recognition
- (2019) Zhen Qin et al. Information Fusion
- Adaptive gait detection based on foot-mounted inertial sensors and multi-sensor fusion
- (2019) Hongyu Zhao et al. Information Fusion
- NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding
- (2019) Jun Liu et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- RGB-D-based human motion recognition with deep learning: A survey
- (2018) Pichao Wang et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- VideoLSTM convolves, attends and flows for action recognition
- (2018) Zhenyang Li et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- Egocentric Temporal Action Proposals
- (2018) Shao Huang et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- HuMAn: Complex Activity Recognition with Multi-modal Multi-positional Body Sensing
- (2018) Pratool Bharti et al. IEEE TRANSACTIONS ON MOBILE COMPUTING
- A Deep Spatiotemporal Perspective for Understanding Crowd Behavior
- (2018) Yuke Li IEEE TRANSACTIONS ON MULTIMEDIA
- Personal-location-based temporal segmentation of egocentric videos for lifelogging applications
- (2018) Antonino Furnari et al. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION
- Action recognition based on joint trajectory maps with convolutional neural networks
- (2018) Pichao Wang et al. KNOWLEDGE-BASED SYSTEMS
- Action detection fusing multiple Kinects and a WIMU: an application to in-home assistive technology for the elderly
- (2018) Albert Clapés et al. MACHINE VISION AND APPLICATIONS
- Deep learning for sensor-based activity recognition: A Survey
- (2018) Jindong Wang et al. PATTERN RECOGNITION LETTERS
- Comparison of Feature Learning Methods for Human Activity Recognition Using Wearable Sensors
- (2018) Frédéric Li et al. SENSORS
- Watch-Dog: Detecting Self-Harming Activities From Wrist Worn Accelerometers
- (2018) Pratool Bharti et al. IEEE Journal of Biomedical and Health Informatics
- Assessment of Homomorphic Analysis for Human Activity Recognition From Acceleration Signals
- (2018) Sebastian R. Vanrell et al. IEEE Journal of Biomedical and Health Informatics
- Deep Learning for Computer Vision: A Brief Review
- (2018) Athanasios Voulodimos et al. Computational Intelligence and Neuroscience
- Action Recognition in Video Sequences using Deep Bi-Directional LSTM With CNN Features
- (2018) Amin Ullah et al. IEEE Access
- Action Detection and Recognition in Continuous Action Streams by Deep Learning-Based Sensing Fusion
- (2018) Neha Dawar et al. IEEE SENSORS JOURNAL
- Enhancing activity recognition of self-localized robot through depth camera and wearable sensors
- (2018) Alessandro Manzi et al. IEEE SENSORS JOURNAL
- Multimodal Gait Recognition with Inertial Sensor Data and Video using Evolutionary Algorithm
- (2018) Pradeep Kumar et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Temporal Segment Networks for Action Recognition in Videos
- (2018) Limin Wang et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- 3D Point Cloud Recognition Based on a Multi-View Convolutional Neural Network
- (2018) Le Zhang et al. SENSORS
- Multi-Stream Deep Neural Networks for RGB-D Egocentric Action Recognition
- (2018) Yansong Tang et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Robust Human Activity Recognition Using Smartphone Sensors via CT-PCA and Online SVM
- (2017) Zhenghua Chen et al. IEEE Transactions on Industrial Informatics
- Multi-sensor fusion in body sensor networks: State-of-the-art and research challenges
- (2017) Raffaele Gravina et al. Information Fusion
- Wearables for independent living in older adults: Gait and falls
- (2017) A. Godfrey MATURITAS
- Deep Recurrent Neural Networks for Human Activity Recognition
- (2017) Abdulmajid Murad et al. SENSORS
- Posture Detection Based on Smart Cushion for Wheelchair Users
- (2017) Congcong Ma et al. SENSORS
- A Deep Learning Approach to on-Node Sensor Data Analytics for Mobile or Wearable Devices
- (2017) Daniele Ravi et al. IEEE Journal of Biomedical and Health Informatics
- Deep Learning for Health Informatics
- (2017) Daniele Ravi et al. IEEE Journal of Biomedical and Health Informatics
- UniMiB SHAR: A Dataset for Human Activity Recognition Using Acceleration Data from Smartphones
- (2017) Daniela Micucci et al. Applied Sciences-Basel
- An Overview of Smart Shoes in the Internet of Health Things: Gait and Mobility Assessment in Health Promotion and Disease Monitoring
- (2017) Bjoern Eskofier et al. Applied Sciences-Basel
- Collecting public RGB-D datasets for human daily activity recognition
- (2017) Hanbo Wu et al. International Journal of Advanced Robotic Systems
- Fuzzy inference-based fall detection using kinect and body-worn accelerometer
- (2016) Bogdan Kwolek et al. APPLIED SOFT COMPUTING
- Translational bioinformatics in the era of real-time biomedical, health care and wellness data streams
- (2016) Khader Shameer et al. BRIEFINGS IN BIOINFORMATICS
- A Real-Time Human Action Recognition System Using Depth and Inertial Sensor Fusion
- (2016) Chen Chen et al. IEEE SENSORS JOURNAL
- Guest Editors’ Introduction to the Special Issue on Multimodal Human Pose Recovery and Behavior Analysis
- (2016) Sergio Escalera et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Human Pose Estimation from Video and IMUs
- (2016) Timo von Marcard et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition
- (2016) Francisco Ordóñez et al. SENSORS
- On-line human activity recognition from audio and home automation sensors: Comparison of sequential and non-sequential models in realistic Smart Homes1
- (2016) Pedro Chahuara et al. Journal of Ambient Intelligence and Smart Environments
- Toward Pervasive Gait Analysis With Wearable Sensors: A Systematic Review
- (2016) Shanshan Chen et al. IEEE Journal of Biomedical and Health Informatics
- Learning Human Identity From Motion Patterns
- (2016) Natalia Neverova et al. IEEE Access
- A Comparative Review of Footwear-Based Wearable Systems
- (2016) Nagaraj Hegde et al. Electronics
- Barefoot vs common footwear: A systematic review of the kinematic, kinetic and muscle activity differences during walking
- (2015) Simon Franklin et al. GAIT & POSTURE
- Multimodal Wearable Sensing for Fine-Grained Activity Recognition in Healthcare
- (2015) Debraj De et al. IEEE INTERNET COMPUTING
- Wearable Sensors for Human Activity Monitoring: A Review
- (2015) Subhas Chandra Mukhopadhyay IEEE SENSORS JOURNAL
- A Survey of Applications and Human Motion Recognition with Microsoft Kinect
- (2015) Roanna Lun et al. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
- A survey of depth and inertial sensor fusion for human action recognition
- (2015) Chen Chen et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Posture and Activity Recognition and Energy Expenditure Estimation in a Wearable Platform
- (2015) Edward Sazonov et al. IEEE Journal of Biomedical and Health Informatics
- Improving Human Action Recognition Using Fusion of Depth Camera and Inertial Sensors
- (2015) Chen Chen et al. IEEE Transactions on Human-Machine Systems
- Human Activity Recognition Process Using 3-D Posture Data
- (2015) Salvatore Gaglio et al. IEEE Transactions on Human-Machine Systems
- Wearables
- (2015) Reza Rawassizadeh et al. COMMUNICATIONS OF THE ACM
- Fusion of Inertial and Depth Sensor Data for Robust Hand Gesture Recognition
- (2014) Kui Liu et al. IEEE SENSORS JOURNAL
- Autonomous Wearable Sensor Nodes With Flexible Energy Harvesting
- (2014) Wang Yun Toh et al. IEEE SENSORS JOURNAL
- Evaluation of accelerometer based multi-sensor versus single-sensor activity recognition systems
- (2014) Lei Gao et al. MEDICAL ENGINEERING & PHYSICS
- A survey on still image based human action recognition
- (2014) Guodong Guo et al. PATTERN RECOGNITION
- Human activity recognition from 3D data: A review
- (2014) J.K. Aggarwal et al. PATTERN RECOGNITION LETTERS
- Detecting Falls with Wearable Sensors Using Machine Learning Techniques
- (2014) Ahmet Özdemir et al. SENSORS
- Construction of Tree Network with Limited Delivery Latency in Homogeneous Wireless Sensor Networks
- (2014) Shengdong Xie et al. WIRELESS PERSONAL COMMUNICATIONS
- Multimodal Saliency and Fusion for Movie Summarization Based on Aural, Visual, and Textual Attention
- (2013) Georgios Evangelopoulos et al. IEEE TRANSACTIONS ON MULTIMEDIA
- A Mobile Motion Capture System Based on Inertial Sensors and Smart Shoes
- (2013) Pyeong-Gook Jung et al. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME
- A Comparison of Energy Expenditure Estimation of Several Physical Activity Monitors
- (2013) KATHRYN L. DANNECKER et al. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE
- A survey of human motion analysis using depth imagery
- (2013) Lulu Chen et al. PATTERN RECOGNITION LETTERS
- Multi-View Human Activity Recognition in Distributed Camera Sensor Networks
- (2013) Ehsan Adeli Mosabbeb et al. SENSORS
- Human Daily Activity Recognition With Sparse Representation Using Wearable Sensors
- (2013) Mi Zhang et al. IEEE Journal of Biomedical and Health Informatics
- A Survey on Human Activity Recognition using Wearable Sensors
- (2012) Oscar D. Lara et al. IEEE Communications Surveys and Tutorials
- 3D Convolutional Neural Networks for Human Action Recognition
- (2012) Shuiwang Ji et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Robust Video Surveillance for Fall Detection Based on Human Shape Deformation
- (2011) Caroline Rougier et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Using mobile phones to determine transportation modes
- (2010) Sasank Reddy et al. ACM Transactions on Sensor Networks
- A survey of vision-based methods for action representation, segmentation and recognition
- (2010) Daniel Weinland et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- A Triaxial Accelerometer-Based Physical-Activity Recognition via Augmented-Signal Features and a Hierarchical Recognizer
- (2010) A M Khan et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Fall Detection With Multiple Cameras: An Occlusion-Resistant Method Based on 3-D Silhouette Vertical Distribution
- (2010) Edouard Auvinet et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Eye Movement Analysis for Activity Recognition Using Electrooculography
- (2010) Andreas Bulling et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Accurate Prediction of Energy Expenditure Using a Shoe-Based Activity Monitor
- (2010) NADEZHDA SAZONOVA et al. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE
- COSAR: hybrid reasoning for context-aware activity recognition
- (2010) Daniele Riboni et al. Personal and Ubiquitous Computing
- A survey on vision-based human action recognition
- (2009) Ronald Poppe IMAGE AND VISION COMPUTING
- Detection of Daily Activities and Sports With Wearable Sensors in Controlled and Uncontrolled Conditions
- (2008) M. Ermes et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Gait Analysis Using a Shoe-Integrated Wireless Sensor System
- (2008) S. Bamberg et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Sensor-Based Abnormal Human-Activity Detection
- (2008) Jie Yin et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
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