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Author International Workshop on Deep Learning for Human Activity Recognition (2nd : 2020 : Online)

Title Deep learning for human activity recognition : Second International Workshop, DL-HAR 2020, held in conjunction with IJCAI-PRICAI 2020, Kyoto, Japan, January 8, 2021, proceedings / Xiaoli Li, Min Wu, Zhenghua Chen, Le Zhang (eds.)
Published Singapore : Springer, [2021]


Description 1 online resource (xii, 139 pages) : illustrations (some color)
Series Communications in Computer and Information Science ; v. 1370
Communications in computer and information science ; 1370.
Contents Human Activity Recognition using Wearable Sensors: Review, Challenges, Evaluation Benchmark -- Wheelchair Behavior Recognition for Visualizing Sidewalk Accessibility by Deep Neural Networks -- Toward Data Augmentation and Interpretation in Sensor-Based Fine-Grained Hand Activity Recognition -- Personalization Models for Human Activity Recognition With Distribution Matching-Based Metrics -- Resource-Constrained Federated Learning with Heterogeneous Labels and Models for Human Activity Recognition -- ARID: A New Dataset for Recognizing Action in the Dark -- Single Run Action Detector over Video Stream -- A Privacy Preserving Approach -- Efcacy of Model Fine-Tuning for Personalized Dynamic Gesture Recognition -- Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes -- Towards User Friendly Medication Mapping Using Entity-Boosted Two-Tower Neural Network
Summary This book constitutes refereed proceedings of the Second International Workshop on Deep Learning for Human Activity Recognition, DL-HAR 2020, held in conjunction with IJCAI-PRICAI 2020, in Kyoto, Japan, in January 2021. Due to the COVID-19 pandemic the workshop was postponed to the year 2021 and held in a virtual format. The 10 presented papers were thorougly reviewed and included in the volume. They present recent research on applications of human activity recognition for various areas such as healthcare services, smart home applications, and more
Bibliography Includes bibliographical references and author index
Notes Online resource; title from PDF title page (SpringerLink, viewed March 17, 2021)
Subject Human activity recognition -- Congresses
Machine learning -- Congresses
Human activity recognition.
Machine learning.
Genre/Form Conference papers and proceedings.
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Li, Xiao-Li, 1969- editor
Wu, Min, editor
Chen, Zhenghua, editor
Zhang, Le, editor
International Joint Conference on Artificial Intelligence - Pacific Rim International Conference on Artificial Intelligence (2020 : Online) jointly held conference
ISBN 9789811605758
Other Titles DL-HAR 2020