| Hawk: Learning to Understand Open-World Video Anomalies | May 27, 2024 | Anomaly DetectionQuestion Answering | CodeCode Available | 3 |
| AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM | Mar 6, 2025 | Anomaly DetectionLanguage Modeling | CodeCode Available | 2 |
| Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly Detection | Dec 23, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 2 |
| Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models | Jul 14, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 2 |
| Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM | Jun 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection | Mar 21, 2024 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 2 |
| VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection | Aug 22, 2023 | Anomaly DetectionBinary Classification | CodeCode Available | 2 |
| Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection | Jun 23, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models | Jun 15, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Self-supervised Learning of Echocardiographic Video Representations via Online Cluster Distillation | Jun 13, 2025 | Anomaly DetectionClustering | CodeCode Available | 1 |
| Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping | Jun 13, 2025 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought | May 26, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection | May 5, 2025 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications | May 4, 2025 | Anomaly Detection In Surveillance VideosContrastive Learning | CodeCode Available | 1 |
| VADMamba: Exploring State Space Models for Fast Video Anomaly Detection | Mar 27, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| UCF-Crime-DVS: A Novel Event-Based Dataset for Video Anomaly Detection with Spiking Neural Networks | Mar 17, 2025 | Anomaly DetectionOptical Flow Estimation | CodeCode Available | 1 |
| HSTforU: anomaly detection in aerial and ground-based videos with hierarchical spatio-temporal transformer for U-net | Jan 3, 2025 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight | Dec 24, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Video Anomaly Detection with Motion and Appearance Guided Patch Diffusion Model | Dec 12, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection | Dec 4, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection | Sep 24, 2024 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| PHEVA: A Privacy-preserving Human-centric Video Anomaly Detection Dataset | Aug 26, 2024 | Anomaly DetectionContinual Learning | CodeCode Available | 1 |
| Networking Systems for Video Anomaly Detection: A Tutorial and Survey | May 16, 2024 | Anomaly DetectionEdge-computing | CodeCode Available | 1 |
| Dynamic Distinction Learning: Adaptive Pseudo Anomalies for Video Anomaly Detection | Apr 7, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline | Apr 1, 2024 | Anomaly DetectionPrivacy Preserving | CodeCode Available | 1 |
