Latest Research in Anomaly Detection Techniques and Applications

18 research papers · 2026 median publication year

Top Research Topics in Anomaly Detection Techniques and Applications

Highest-Cited Papers

  1. Learn the interactions: Weakly supervised video anomaly detection with human-object interactions
  2. YOLO world guides open world video anomaly detection
  3. EvoSherlock: Towards Agentic Lifelong Evolution for Unseen Long-Tailed Security-Critical Events in Videos
  4. RoboVAD: A Large Cross-Domain Evaluation Benchmark for Anomaly Detection in Robotic Arm Manipulation Videos
  5. Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
  6. Auditing Frame-Level AUC in Weakly Supervised Video Anomaly Detection: Granularity, Resolution, and Scene Bias
  7. A Lightweight Asynchronous Fusion Framework for Multimodal Surveillance Anomaly Detection
  8. Confidence-Aware Semi-Supervised Vision–Language Contrastive Learning for Abnormal Behavior Recognition
  9. ReactVAU: A Slow-Fast Decoupled Framework for Streaming Video Anomaly Understanding
  10. Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification
  11. AnomalyCraft-700K: Component-Level Controllable and Verifiable Synthetic Anomalies for Fine-Grained Video Anomaly Understanding
  12. Parser-Free VLM Verification for Federated Weakly Supervised Video Anomaly Detection
  13. Adaptive Multi-Granularity Temporal Modeling for Weakly Supervised Video Anomaly Detection
  14. Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
  15. Real-Time Video Anomaly Detection Using YOLO Pose Estimation and CLIP-Based Semantic Scoring
  16. CropCop: An Auditable 120-Class Plant-Health Model from Benchmark Reconstruction to a Quantised Runtime Artifact
  17. Strictly Causal Streaming Video Anomaly Detection with a Theoretically-Grounded State-Space Core
  18. Frame-Level Evaluation in Weakly Supervised Video Anomaly Detection Mostly Measures Video-Level Ranking
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L3 Region - - 2026 Sep Q3

Anomaly Detection Techniques and Applications

18 papers

Top Topics (5)

Computer Vision and Pattern Recognition12
Anomaly Detection Techniques and Applications3
Cryptography and Security1
Human Pose and Action Recognition1
Artificial Intelligence1

Top Publications (18)

1.Learn the interactions: Weakly supervised video anomaly detection with human-object interactions2.YOLO world guides open world video anomaly detection3.EvoSherlock: Towards Agentic Lifelong Evolution for Unseen Long-Tailed Security-Critical Events in Videos4.RoboVAD: A Large Cross-Domain Evaluation Benchmark for Anomaly Detection in Robotic Arm Manipulation Videos5.Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection6.Auditing Frame-Level AUC in Weakly Supervised Video Anomaly Detection: Granularity, Resolution, and Scene Bias7.A Lightweight Asynchronous Fusion Framework for Multimodal Surveillance Anomaly Detection8.Confidence-Aware Semi-Supervised Vision–Language Contrastive Learning for Abnormal Behavior Recognition9.ReactVAU: A Slow-Fast Decoupled Framework for Streaming Video Anomaly Understanding10.Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification11.AnomalyCraft-700K: Component-Level Controllable and Verifiable Synthetic Anomalies for Fine-Grained Video Anomaly Understanding12.Parser-Free VLM Verification for Federated Weakly Supervised Video Anomaly Detection13.Adaptive Multi-Granularity Temporal Modeling for Weakly Supervised Video Anomaly Detection14.Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories15.Real-Time Video Anomaly Detection Using YOLO Pose Estimation and CLIP-Based Semantic Scoring16.CropCop: An Auditable 120-Class Plant-Health Model from Benchmark Reconstruction to a Quantised Runtime Artifact17.Strictly Causal Streaming Video Anomaly Detection with a Theoretically-Grounded State-Space Core18.Frame-Level Evaluation in Weakly Supervised Video Anomaly Detection Mostly Measures Video-Level Ranking
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