Latest Research in Context-Aware Activity Recognition Systems

32 research papers · 2026 median publication year

Top Research Topics in Context-Aware Activity Recognition Systems

Highest-Cited Papers

  1. Adaptive Convolutional Neural Network-Enhanced Scale-Fusion Network for Human Activity Recognition Using Wearable Sensors
  2. Explainable attention-guided deep learning for physiological signal processing in body area networks
  3. MICA-Net: A Multimodal Cross-Attention Network for Human Action Recognition
  4. Coverage-Aware Virtual IMU Augmentation for Low-Resource Human Activity Recognition
  5. Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions
  6. Comparative Analysis of Metaheuristic Feature Selection in SVM-Based Human Activity Recognition
  7. A Statistic-Augmented Neural Network for change point detection and type identification
  8. EdgeHAR: An Edge-Native Compact Sensor Foundation Model for Human Activity Recognition
  9. Oto-Meal: Earable Sensing with PPG and IMU for Personalized Meal Awareness
  10. Lightweight spiking neural networks for human activity recognition on resource-constrained edge wearable devices
  11. RevalExo: A Functional Daily-Activity Benchmark for Inertial and Visual Locomotion Mode Recognition in Older Adults and Clinical Cohorts
  12. Self-Supervised IMU-Based Human Activity Recognition with Deep Spatio-Temporal Feature Extraction and Adaptive Feature Fusion
  13. Robust Continuous Human Activity Recognition Using Deep Learning and Distributed Radar Sensors
  14. DMART-HAR: Dynamic Multimodal Transformer Learning for Cross-Domain Human Activity Recognition
  15. PovNet+: a deep learning architecture for socially assistive robots to learn and assist with multiple activities of daily living
  16. Deployment-Oriented Evaluation of Lightweight IMU-Based Human Activity Recognition: On-Device Efficiency and Streaming Feasibility
  17. MAPFL: Modular Adaptive Personalised Federated Learning From Visual Sentiment to Physical Activity
  18. Anthropometry-aware chest-worn inertial sensing for pediatric activity assessment using a school-badge device
  19. TransfHAR: Self-Supervised Wrist Representations for On-Demand Activity Recognition
  20. Quantum-Assisted Memory-Efficient Training for Parameter-Intensive Wi-Fi-Based Human Activity Recognition
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L3 Region - - 2026 Sep Q3

Context-Aware Activity Recognition Systems

32 papers

Top Topics (10)

Context-Aware Activity Recognition Systems9
Machine Learning5
Human Pose and Action Recognition4
Artificial Intelligence3
Indoor and Outdoor Localization Technologies3
Non-Invasive Vital Sign Monitoring2
Signal Processing2
Time Series Analysis and Forecasting1
Human-Computer Interaction1
Social Robot Interaction and HRI1

Top Publications (20)

1.Adaptive Convolutional Neural Network-Enhanced Scale-Fusion Network for Human Activity Recognition Using Wearable Sensors2.Explainable attention-guided deep learning for physiological signal processing in body area networks3.MICA-Net: A Multimodal Cross-Attention Network for Human Action Recognition4.Coverage-Aware Virtual IMU Augmentation for Low-Resource Human Activity Recognition5.Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions6.Comparative Analysis of Metaheuristic Feature Selection in SVM-Based Human Activity Recognition7.A Statistic-Augmented Neural Network for change point detection and type identification8.EdgeHAR: An Edge-Native Compact Sensor Foundation Model for Human Activity Recognition9.Oto-Meal: Earable Sensing with PPG and IMU for Personalized Meal Awareness10.Lightweight spiking neural networks for human activity recognition on resource-constrained edge wearable devices11.RevalExo: A Functional Daily-Activity Benchmark for Inertial and Visual Locomotion Mode Recognition in Older Adults and Clinical Cohorts12.Self-Supervised IMU-Based Human Activity Recognition with Deep Spatio-Temporal Feature Extraction and Adaptive Feature Fusion13.Robust Continuous Human Activity Recognition Using Deep Learning and Distributed Radar Sensors14.DMART-HAR: Dynamic Multimodal Transformer Learning for Cross-Domain Human Activity Recognition15.PovNet+: a deep learning architecture for socially assistive robots to learn and assist with multiple activities of daily living16.Deployment-Oriented Evaluation of Lightweight IMU-Based Human Activity Recognition: On-Device Efficiency and Streaming Feasibility17.MAPFL: Modular Adaptive Personalised Federated Learning From Visual Sentiment to Physical Activity18.Anthropometry-aware chest-worn inertial sensing for pediatric activity assessment using a school-badge device19.TransfHAR: Self-Supervised Wrist Representations for On-Demand Activity Recognition20.Quantum-Assisted Memory-Efficient Training for Parameter-Intensive Wi-Fi-Based Human Activity Recognition
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