| 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 |
| VisionGPT: LLM-Assisted Real-Time Anomaly Detection for Safe Visual Navigation | Mar 19, 2024 | Anomaly Detectionobject-detection | CodeCode Available | 1 |
| GlanceVAD: Exploring Glance Supervision for Label-efficient Video Anomaly Detection | Mar 10, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Interleaving One-Class and Weakly-Supervised Models with Adaptive Thresholding for Unsupervised Video Anomaly Detection | Jan 24, 2024 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 |
| BatchNorm-based Weakly Supervised Video Anomaly Detection | Nov 26, 2023 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Holistic Representation Learning for Multitask Trajectory Anomaly Detection | Nov 3, 2023 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection | Oct 26, 2023 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 |
| Delving into CLIP latent space for Video Anomaly Recognition | Oct 4, 2023 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 |
| TeD-SPAD: Temporal Distinctiveness for Self-supervised Privacy-preservation for video Anomaly Detection | Aug 21, 2023 | Anomaly DetectionAttribute | CodeCode Available | 1 |
| Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and Model | Jul 24, 2023 | Anomaly DetectionRetrieval | CodeCode Available | 1 |
| Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection | Jul 14, 2023 | 2D Human Pose EstimationAnomaly Detection | CodeCode Available | 1 |
| Unsupervised Video Anomaly Detection with Diffusion Models Conditioned on Compact Motion Representations | Jul 4, 2023 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection | Jun 26, 2023 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction | Apr 5, 2023 | Anomaly DetectionDiversity | CodeCode Available | 1 |
| Long-Short Temporal Co-Teaching for Weakly Supervised Video Anomaly Detection | Mar 31, 2023 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 |
| Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly Detection | Mar 22, 2023 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 |
| Memory-augmented Online Video Anomaly Detection | Feb 21, 2023 | Anomaly DetectionAutonomous Vehicles | CodeCode Available | 1 |
| Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models | Feb 10, 2023 | Anomaly DetectionEvent Detection | CodeCode Available | 1 |
| Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection | Feb 10, 2023 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Making Reconstruction-based Method Great Again for Video Anomaly Detection | Jan 28, 2023 | Anomaly DetectionOptical Flow Estimation | CodeCode Available | 1 |
| CHAD: Charlotte Anomaly Dataset | Dec 19, 2022 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| CLIP-TSA: CLIP-Assisted Temporal Self-Attention for Weakly-Supervised Video Anomaly Detection | Dec 9, 2022 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 |
| An Attribute-based Method for Video Anomaly Detection | Dec 1, 2022 | Abnormal Event Detection In VideoAnomaly Detection | CodeCode Available | 1 |
| MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection | Nov 28, 2022 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Normalizing Flows for Human Pose Anomaly Detection | Nov 20, 2022 | Abnormal Event Detection In VideoAnomaly Detection | CodeCode Available | 1 |
| LGN-Net: Local-Global Normality Network for Video Anomaly Detection | Nov 14, 2022 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
