AIMC Topic: Human Activities

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A human activity recognition model based on deep neural network integrating attention mechanism.

Scientific reports Jul 2, 2025
Human Activity Recognition (HAR) is crucial in multiple fields. Existing HAR techniques include manual feature extraction, codebook-based methods, and deep learning, each with limitations. This paper presents DCAM-Net (DeepConvAttentionMLPNet), a nov...
Algorithms Male Humans Neural Networks, Computer Attention Human Activities Deep Learning Smartphone
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FSID: a novel approach to human activity recognition using few-shot weight imprinting.

Scientific reports Jul 1, 2025
Accurate recognition of human activities from gait sensory data plays a vital role in healthcare and wellness monitoring. However, conventional deep learning models for Human Activity Recognition (HAR) often require large labeled datasets and extensi...
Algorithms Gait Humans Deep Learning Human Activities
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Intelligent recognition of human activities using deep learning techniques.

PloS one Apr 24, 2025
Recognition of Human Actions (HAR) Portrays a crucial significance in various applications due to its ability for analyzing behaviour of humans within videos. This research investigates HAR in Red, Green, and Blue, or RGB videos using frameworks for ...
Pattern Recognition, Automated Human Activities Deep Learning Video Recording Humans Algorithms
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Efficient human activity recognition on edge devices using DeepConv LSTM architectures.

Scientific reports Apr 22, 2025
Driven by the rapid development of the Internet of Things (IoT), deploying deep learning models on resource-constrained hardware has become an increasingly critical challenge, which has propelled the emergence of TinyML as a viable solution. This stu...
Neural Networks, Computer Deep Learning Humans Internet of Things Human Activities
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A Review of AIoT-Based Human Activity Recognition: From Application to Technique.

IEEE journal of biomedical and health informatics Apr 4, 2025
This scoping review paper redefines the Artificial Intelligence-based Internet of Things (AIoT) driven Human Activity Recognition (HAR) field by systematically extrapolating from various application domains to deduce potential techniques and algorith...
Humans Artificial Intelligence Human Activities Algorithms Internet of Things
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Human activity recognition algorithms for manual material handling activities.

Scientific reports Mar 31, 2025
Human Activity Recognition (HAR) using wearable sensors has prompted substantial interest in recent years due to the availability and low cost of Inertial Measurement Units (IMUs). HAR using IMUs can aid both the ergonomic evaluation of the performed...
Neural Networks, Computer Human Activities Algorithms Lifting Humans Wearable Electronic Devices Ergonomics
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IoT powered RNN for improved human activity recognition with enhanced localization and classification.

Scientific reports Mar 25, 2025
Human activity recognition (HAR) and localization are green research areas of the modern era that are being propped up by smart devices. But the data acquired from the sensors embedded in smart devices, contain plenty of noise that makes it indispens...
Humans Pattern Recognition, Automated Neural Networks, Computer Human Activities Algorithms Internet of Things
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Human Activity Recognition Using Deep Residual Convolutional Network Based on Wearable Sensors.

IEEE journal of biomedical and health informatics Mar 6, 2025
Human activity recognition (HAR) can play a vital role in biomedical and health informatics by enabling the monitoring of human daily activities and health behaviors. Accurate HAR can provide valuable insights into patients' physical activity levels,...
Human Activities Deep Learning Wearable Electronic Devices Signal Processing, Computer-Assisted Monitoring, Ambulatory Humans
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Skeleton Reconstruction Using Generative Adversarial Networks for Human Activity Recognition Under Occlusion.

Sensors (Basel, Switzerland) Mar 4, 2025
Recognizing human activities from motion data is a complex task in computer vision, involving the recognition of human behaviors from sequences of 3D motion data. These activities encompass successive body part movements, interactions with objects, o...
Generative Adversarial Networks Human Activities Skeleton Algorithms Humans Image Processing, Computer-Assisted Imaging, Three-Dimensional Neural Networks, Computer Pattern Recognition, Automated
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Deep Reinforcement Learning in Human Activity Recognition: A Survey and Outlook.

IEEE transactions on neural networks and learning systems Feb 28, 2025
Human activity recognition (HAR) is a popular research field in computer vision that has already been widely studied. However, it is still an active research field since it plays an important role in many current and emerging real-world intelligent s...
Human Activities Reinforcement, Psychology Deep Learning Humans Reinforcement Machine Learning Pattern Recognition, Automated Neural Networks, Computer
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