| 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 |
| Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline | Jun 5, 2025 | Anomaly DetectionAnomaly Localization | —Unverified | 0 |
| Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought | May 26, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Rethinking Metrics and Benchmarks of Video Anomaly Detection | May 25, 2025 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection | May 21, 2025 | Anomaly DetectionGPU | —Unverified | 0 |
| Just Dance with π! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection | May 19, 2025 | Anomaly DetectionOptical Flow Estimation | —Unverified | 0 |
| 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 |
| Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches | Apr 20, 2025 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| EventVAD: Training-Free Event-Aware Video Anomaly Detection | Apr 17, 2025 | Anomaly DetectionBoundary Detection | —Unverified | 0 |
| SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model | Apr 14, 2025 | Anomaly DetectionDomain Adaptation | —Unverified | 0 |
| AssistPDA: An Online Video Surveillance Assistant for Video Anomaly Prediction, Detection, and Analysis | Mar 27, 2025 | Anomaly DetectionAnomaly Forecasting | —Unverified | 0 |
| VADMamba: Exploring State Space Models for Fast Video Anomaly Detection | Mar 27, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| CRCL: Causal Representation Consistency Learning for Anomaly Detection in Surveillance Videos | Mar 24, 2025 | Anomaly DetectionAnomaly Detection In Surveillance Videos | —Unverified | 0 |
| Anomize: Better Open Vocabulary Video Anomaly Detection | Mar 23, 2025 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| 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 |
| Self-supervised Normality Learning and Divergence Vector-guided Model Merging for Zero-shot Congenital Heart Disease Detection in Fetal Ultrasound Videos | Mar 10, 2025 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| Video Anomaly Detection with Structured Keywords | Mar 7, 2025 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 0 |
| AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM | Mar 6, 2025 | Anomaly DetectionLanguage Modeling | CodeCode Available | 2 |
| Anomaly detection in non-stationary videos using time-recursive differencing network based prediction | Mar 4, 2025 | Anomaly DetectionOptical Flow Estimation | —Unverified | 0 |
| Transformer Based Self-Context Aware Prediction for Few-Shot Anomaly Detection in Videos | Mar 2, 2025 | Anomaly DetectionFew-Shot Learning | —Unverified | 0 |
| ComplexVAD: Detecting Interaction Anomalies in Video | Jan 16, 2025 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| Detecting Contextual Anomalies by Discovering Consistent Spatial Regions | Jan 14, 2025 | Anomaly DetectionClustering | —Unverified | 0 |
| 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 |
| Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory | Jan 1, 2025 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection | Jan 1, 2025 | Anomaly DetectionOptical Flow Estimation | —Unverified | 0 |
| Track Any Anomalous Object:A Granular Video Anomaly Detection Pipeline | Jan 1, 2025 | Anomaly DetectionAnomaly Localization | —Unverified | 0 |
| Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection | Dec 29, 2024 | Anomaly DetectionGraph Attention | —Unverified | 0 |
| Exploring the Magnitude-Shape Plot Framework for Anomaly Detection in Crowded Video Scenes | Dec 29, 2024 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| STNMamba: Mamba-based Spatial-Temporal Normality Learning for Video Anomaly Detection | Dec 28, 2024 | Anomaly DetectionMamba | —Unverified | 0 |
| Injecting Explainability and Lightweight Design into Weakly Supervised Video Anomaly Detection Systems | Dec 28, 2024 | Anomaly DetectionBinary Classification | —Unverified | 0 |
| Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight | Dec 24, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 |
| Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly Detection | Dec 23, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 2 |
| 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 |
| VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models | Dec 2, 2024 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| Privacy-Preserving Video Anomaly Detection: A Survey | Nov 21, 2024 | Anomaly DetectionEthics | —Unverified | 0 |
| Continuous GNN-based Anomaly Detection on Edge using Efficient Adaptive Knowledge Graph Learning | Nov 13, 2024 | Anomaly DetectionEdge-computing | —Unverified | 0 |
| Low-Latency Video Anonymization for Crowd Anomaly Detection: Privacy vs. Performance | Oct 24, 2024 | Anomaly DetectionDe-identification | CodeCode Available | 0 |
| Hybrid Architecture for Real-Time Video Anomaly Detection: Integrating Spatial and Temporal Analysis | Oct 21, 2024 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos | Oct 8, 2024 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 0 |
| LEGO: Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion | Oct 2, 2024 | Anomaly DetectionVideo Anomaly Detection | —Unverified | 0 |
| Appearance Blur-driven AutoEncoder and Motion-guided Memory Module for Video Anomaly Detection | Sep 26, 2024 | Anomaly DetectionDomain Adaptation | —Unverified | 0 |
| VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection | Sep 24, 2024 | Anomaly DetectionDecoder | CodeCode Available | 1 |
| Vision-Language Models Assisted Unsupervised Video Anomaly Detection | Sep 21, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Multimodal Attention-Enhanced Feature Fusion-based Weekly Supervised Anomaly Violence Detection | Sep 17, 2024 | Anomaly DetectionOptical Flow Estimation | —Unverified | 0 |
| Abnormal Event Detection In Videos Using Deep Embedding | Sep 15, 2024 | Anomaly DetectionAnomaly Detection In Surveillance Videos | —Unverified | 0 |
