Latest Research in Computer Vision Anomaly Detection

71 research papers · 2026 median publication year

Top Research Topics in Computer Vision Anomaly Detection

Highest-Cited Papers

  1. Learn the interactions: Weakly supervised video anomaly detection with human-object interactions
  2. Fine-Tuned YOLOv8n for Automated Helmet and Seatbelt Compliance Detection in Resource-Constrained Road Safety Enforcement
  3. YOLO world guides open world video anomaly detection
  4. Symmetry-Guided YOLO11 for Mixed-Scale Safety Detection in Power-Line Work-at-Height Scenes
  5. Adaptive Convolutional Neural Network-Enhanced Scale-Fusion Network for Human Activity Recognition Using Wearable Sensors
  6. Development of Wearable Sensor Platform for Fall Risk Assessment and Fall Detection
  7. Privacy-Preserving Detection of Post-Fall Lying Posture Using a Low-Resolution Infrared Sensor and an Edge FOMO Neural Network
  8. EvoSherlock: Towards Agentic Lifelong Evolution for Unseen Long-Tailed Security-Critical Events in Videos
  9. Smart Insole Human Activity Recognition for Continuous Monitoring in Elderly Care
  10. Explainable attention-guided deep learning for physiological signal processing in body area networks
  11. MICA-Net: A Multimodal Cross-Attention Network for Human Action Recognition
  12. Coverage-Aware Virtual IMU Augmentation for Low-Resource Human Activity Recognition
  13. RoboVAD: A Large Cross-Domain Evaluation Benchmark for Anomaly Detection in Robotic Arm Manipulation Videos
  14. Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions
  15. Comparative Analysis of Metaheuristic Feature Selection in SVM-Based Human Activity Recognition
  16. A Statistic-Augmented Neural Network for change point detection and type identification
  17. EdgeHAR: An Edge-Native Compact Sensor Foundation Model for Human Activity Recognition
  18. Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction
  19. Oto-Meal: Earable Sensing with PPG and IMU for Personalized Meal Awareness
  20. Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection

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L2 Region - - 2026 Sep Q3

Computer Vision Anomaly Detection

71 papers

Top Topics (10)

Computer Vision and Pattern Recognition15
Context-Aware Activity Recognition Systems14
Anomaly Detection Techniques and Applications7
Machine Learning6
Human Pose and Action Recognition6
Artificial Intelligence4
Signal Processing3
Indoor and Outdoor Localization Technologies3
IoT and GPS-based Vehicle Safety Systems2
Non-Invasive Vital Sign Monitoring2

Top Publications (20)

1.Learn the interactions: Weakly supervised video anomaly detection with human-object interactions2.Fine-Tuned YOLOv8n for Automated Helmet and Seatbelt Compliance Detection in Resource-Constrained Road Safety Enforcement3.YOLO world guides open world video anomaly detection4.Symmetry-Guided YOLO11 for Mixed-Scale Safety Detection in Power-Line Work-at-Height Scenes5.Adaptive Convolutional Neural Network-Enhanced Scale-Fusion Network for Human Activity Recognition Using Wearable Sensors6.Development of Wearable Sensor Platform for Fall Risk Assessment and Fall Detection7.Privacy-Preserving Detection of Post-Fall Lying Posture Using a Low-Resolution Infrared Sensor and an Edge FOMO Neural Network8.EvoSherlock: Towards Agentic Lifelong Evolution for Unseen Long-Tailed Security-Critical Events in Videos9.Smart Insole Human Activity Recognition for Continuous Monitoring in Elderly Care10.Explainable attention-guided deep learning for physiological signal processing in body area networks11.MICA-Net: A Multimodal Cross-Attention Network for Human Action Recognition12.Coverage-Aware Virtual IMU Augmentation for Low-Resource Human Activity Recognition13.RoboVAD: A Large Cross-Domain Evaluation Benchmark for Anomaly Detection in Robotic Arm Manipulation Videos14.Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions15.Comparative Analysis of Metaheuristic Feature Selection in SVM-Based Human Activity Recognition16.A Statistic-Augmented Neural Network for change point detection and type identification17.EdgeHAR: An Edge-Native Compact Sensor Foundation Model for Human Activity Recognition18.Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction19.Oto-Meal: Earable Sensing with PPG and IMU for Personalized Meal Awareness20.Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection

Sub-Regions (6)

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