AIMC Topic: Human Activities

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Critical Analysis of Data Leakage in WiFi CSI-Based Human Action Recognition Using CNNs.

Sensors (Basel, Switzerland) May 16, 2024
WiFi Channel State Information (CSI)-based human action recognition using convolutional neural networks (CNNs) has emerged as a promising approach for non-intrusive activity monitoring. However, the integrity and reliability of the reported performan...
Algorithms Reproducibility of Results Humans Neural Networks, Computer Human Activities Wireless Technology
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Human Activity Recognition Algorithm with Physiological and Inertial Signals Fusion: Photoplethysmography, Electrodermal Activity, and Accelerometry.

Sensors (Basel, Switzerland) May 9, 2024
Inertial signals are the most widely used signals in human activity recognition (HAR) applications, and extensive research has been performed on developing HAR classifiers using accelerometer and gyroscope data. This study aimed to investigate the po...
Humans Machine Learning Algorithms Galvanic Skin Response Wearable Electronic Devices Photoplethysmography Accelerometry Human Activities Signal Processing, Computer-Assisted Adult Male Female Young Adult
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Cross-Attention Enhanced Pyramid Multi-Scale Networks for Sensor-Based Human Activity Recognition.

IEEE journal of biomedical and health informatics May 6, 2024
Human Activity Recognition (HAR) has recently attracted widespread attention, with the effective application of this technology helping people in areas such as healthcare, smart homes, and gait analysis. Deep learning methods have shown remarkable pe...
Neural Networks, Computer Algorithms Humans Signal Processing, Computer-Assisted Monitoring, Ambulatory Human Activities Databases, Factual Deep Learning
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A Comparative Study of Physically Accurate Synthetic Shadow Datasets in Agricultural Settings with Human Activity.

Sensors (Basel, Switzerland) Apr 25, 2024
Shadow, a natural phenomenon resulting from the absence of light, plays a pivotal role in agriculture, particularly in processes such as photosynthesis in plants. Despite the availability of generic shadow datasets, many suffer from annotation errors...
Agriculture Human Activities Humans Neural Networks, Computer
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Adversarial AI applied to cross-user inter-domain and intra-domain adaptation in human activity recognition using wireless signals.

PloS one Apr 18, 2024
In recent years, researchers have successfully recognised human activities using commercially available WiFi (Wireless Fidelity) devices. The channel state information (CSI) can be gathered at the access point with the help of a network interface con...
Human Activities Computer Simulation Humans Cardiology Reproducibility of Results Artificial Intelligence
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Adopting Graph Neural Networks to Analyze Human-Object Interactions for Inferring Activities of Daily Living.

Sensors (Basel, Switzerland) Apr 17, 2024
Human Activity Recognition (HAR) refers to a field that aims to identify human activities by adopting multiple techniques. In this field, different applications, such as smart homes and assistive robots, are introduced to support individuals in their...
Humans Neural Networks, Computer Activities of Daily Living Algorithms Human Activities Wearable Electronic Devices
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Human Activity Recognition Based on Deep Learning and Micro-Doppler Radar Data.

Sensors (Basel, Switzerland) Apr 15, 2024
Activity recognition is one of the significant technologies accompanying the development of the Internet of Things (IoT). It can help in recording daily life activities or reporting emergencies, thus improving the user's quality of life and safety, a...
Human Activities Radar Deep Learning Internet of Things Neural Networks, Computer Algorithms Humans
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Human Action Recognition and Note Recognition: A Deep Learning Approach Using STA-GCN.

Sensors (Basel, Switzerland) Apr 14, 2024
Human action recognition (HAR) is growing in machine learning with a wide range of applications. One challenging aspect of HAR is recognizing human actions while playing music, further complicated by the need to recognize the musical notes being play...
Neural Networks, Computer Human Activities Algorithms Pattern Recognition, Automated Music Humans Deep Learning Movement Gestures
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A Multi-Modal Egocentric Activity Recognition Approach towards Video Domain Generalization.

Sensors (Basel, Switzerland) Apr 12, 2024
Egocentric activity recognition is a prominent computer vision task that is based on the use of wearable cameras. Since egocentric videos are captured through the perspective of the person wearing the camera, her/his body motions severely complicate ...
Human Activities Video Recording Neural Networks, Computer Pattern Recognition, Automated Wearable Electronic Devices Algorithms Humans Image Processing, Computer-Assisted
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HARNet in deep learning approach-a systematic survey.

Scientific reports Apr 10, 2024
A comprehensive examination of human action recognition (HAR) methodologies situated at the convergence of deep learning and computer vision is the subject of this article. We examine the progression from handcrafted feature-based approaches to end-t...
Humans Deep Learning Human Activities Neural Networks, Computer
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