| Making Reconstruction-based Method Great Again for Video Anomaly Detection | Jan 28, 2023 | Anomaly DetectionOptical Flow Estimation | CodeCode Available | 1 | 5 |
| Learning Normal Dynamics in Videos with Meta Prototype Network | Apr 14, 2021 | Anomaly DetectionMeta-Learning | CodeCode Available | 1 | 5 |
| Delving into CLIP latent space for Video Anomaly Recognition | Oct 4, 2023 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 | 5 |
| A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection | Oct 26, 2023 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 | 5 |
| Self-supervised Learning of Echocardiographic Video Representations via Online Cluster Distillation | Jun 13, 2025 | Anomaly DetectionClustering | CodeCode Available | 1 | 5 |
| Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detection | Jun 23, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 | 5 |
| TeD-SPAD: Temporal Distinctiveness for Self-supervised Privacy-preservation for video Anomaly Detection | Aug 21, 2023 | Anomaly DetectionAttribute | CodeCode Available | 1 | 5 |
| Synthetic Temporal Anomaly Guided End-to-End Video Anomaly Detection | Oct 19, 2021 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 | 5 |
| An Attention-guided Multistream Feature Fusion Network for Localization of Risky Objects in Driving Videos | Sep 16, 2022 | Anomaly DetectionObject | CodeCode Available | 1 | 5 |
| Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and Model | Jul 24, 2023 | Anomaly DetectionRetrieval | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly Detection | Mar 22, 2023 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 1 | 5 |
| Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction | Apr 5, 2023 | Anomaly DetectionDiversity | CodeCode Available | 1 | 5 |
| VADMamba: Exploring State Space Models for Fast Video Anomaly Detection | Mar 27, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 | 5 |
| VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection | Sep 24, 2024 | Anomaly DetectionDecoder | CodeCode Available | 1 | 5 |
| Attention-based residual autoencoder for video anomaly detection | May 25, 2022 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 | 5 |
| Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models | Feb 10, 2023 | Anomaly DetectionEvent Detection | CodeCode Available | 1 | 5 |
| Holistic Representation Learning for Multitask Trajectory Anomaly Detection | Nov 3, 2023 | Anomaly DetectionDecoder | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought | May 26, 2025 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 1 | 5 |
| Leveraging Trajectory Prediction for Pedestrian Video Anomaly Detection | Jul 5, 2022 | Anomaly DetectionEvent Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Approaches Toward Physical and General Video Anomaly Detection | Dec 14, 2021 | Anomaly DetectionDensity Estimation | CodeCode Available | 0 | 5 |
| Interpreting Vulnerabilities of Multi-Instance Learning to Adversarial Perturbations | Nov 30, 2022 | Anomaly DetectionImage Classification | CodeCode Available | 0 | 5 |
| Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection | Jan 23, 2023 | Anomaly DetectionOpen Set Learning | CodeCode Available | 0 | 5 |
| An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos | Jan 9, 2018 | Anomaly DetectionSemi-supervised Anomaly Detection | CodeCode Available | 0 | 5 |
| Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection | Sep 7, 2022 | Anomaly DetectionRetrieval | CodeCode Available | 0 | 5 |
| Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection | Jan 1, 2024 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 0 | 5 |
| Reasonable Anomaly Detection in Long Sequences | Sep 6, 2023 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization | Aug 27, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| Predicting Next Local Appearance for Video Anomaly Detection | Jun 10, 2021 | Anomaly DetectionObject | CodeCode Available | 0 | 5 |
| Multiple Instance-Based Video Anomaly Detection using Deep Temporal Encoding-Decoding | Jul 3, 2020 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 0 | 5 |
| Anomaly detection using prediction error with Spatio-Temporal Convolutional LSTM | May 18, 2022 | Anomaly DetectionPrediction | CodeCode Available | 0 | 5 |
| Low-Latency Video Anonymization for Crowd Anomaly Detection: Privacy vs. Performance | Oct 24, 2024 | Anomaly DetectionDe-identification | CodeCode Available | 0 | 5 |
| Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer | Feb 26, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation | Nov 28, 2022 | Anomaly DetectionKnowledge Distillation | CodeCode Available | 0 | 5 |
| Learn Suspected Anomalies from Event Prompts for Video Anomaly Detection | Mar 2, 2024 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 0 | 5 |
| Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified | Jul 8, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection | Jul 5, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 0 | 5 |
| Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos | Mar 8, 2019 | Anomaly DetectionDecoder | CodeCode Available | 0 | 5 |
| CKNN: Cleansed k-Nearest Neighbor for Unsupervised Video Anomaly Detection | Aug 6, 2024 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| Learning Temporal Regularity in Video Sequences | Apr 15, 2016 | Abnormal Event Detection In VideoAnomaly Detection | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Adversarially Learned One-Class Classifier for Novelty Detection | Feb 25, 2018 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 | 5 |
| Beyond the Benchmark: Detecting Diverse Anomalies in Videos | Oct 3, 2023 | Action RecognitionAnomaly Detection | CodeCode Available | 0 | 5 |
| Attribute Restoration Framework for Anomaly Detection | Nov 25, 2019 | Anomaly DetectionAttribute | CodeCode Available | 0 | 5 |
| Dynamic Erasing Network Based on Multi-Scale Temporal Features for Weakly Supervised Video Anomaly Detection | Dec 4, 2023 | Anomaly DetectionVideo Anomaly Detection | CodeCode Available | 0 | 5 |
| Benchmarking Jetson Edge Devices with an End-to-end Video-based Anomaly Detection System | Jul 28, 2023 | Anomaly DetectionAutonomous Driving | CodeCode Available | 0 | 5 |
| Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection | Mar 24, 2022 | Anomaly DetectionMultiple Instance Learning | CodeCode Available | 0 | 5 |
| An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction | Apr 29, 2024 | Anomaly DetectionTrajectory Prediction | CodeCode Available | 0 | 5 |
