SOTAVerified

Video Anomaly Detection

Papers

Showing 201250 of 262 papers

TitleStatusHype
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly DetectionCode1
UBnormal: New Benchmark for Supervised Open-Set Video Anomaly DetectionCode1
Learnable Locality-Sensitive Hashing for Video Anomaly DetectionCode0
A Critical Study on the Recent Deep Learning Based Semi-Supervised Video Anomaly Detection Methods0
Synthetic Temporal Anomaly Guided End-to-End Video Anomaly DetectionCode1
Learning Not to Reconstruct AnomaliesCode1
Deep Video Anomaly Detection: Opportunities and Challenges0
Multi-branch Neural Networks for Video Anomaly Detection in Adverse Lighting and Weather Conditions0
Normal Learning in Videos with Attention Prototype NetworkCode1
A Hybrid Video Anomaly Detection Framework via Memory-Augmented Flow Reconstruction and Flow-Guided Frame PredictionCode1
Deep Anomaly Discovery From Unlabeled Videos via Normality Advantage and Self-Paced Refinement0
Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection0
FastAno: Fast Anomaly Detection via Spatio-temporal Patch TransformationCode1
Predicting Next Local Appearance for Video Anomaly DetectionCode0
Video Anomaly Detection By The Duality Of Normality-Granted Optical Flow0
Anomaly Detection with Prototype-Guided Discriminative Latent Embeddings0
Discriminative-Generative Dual Memory Video Anomaly Detection0
An Efficient Approach for Anomaly Detection in Traffic Videos0
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative LearningCode1
Global Information Guided Video Anomaly Detection0
Learning Normal Dynamics in Videos with Meta Prototype NetworkCode1
Distributionally Robust Optimization for Deep Kernel Multiple Instance LearningCode0
A Modular and Unified Framework for Detecting and Localizing Video Anomalies0
Ano-Graph: Learning Normal Scene Contextual Graphs to Detect Video Anomalies0
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude LearningCode1
Video Anomaly Detection by Estimating Likelihood of RepresentationsCode0
Robust Unsupervised Video Anomaly Detection by Multi-Path Frame Prediction0
Unsupervised Video Anomaly Detection via Normalizing Flows with Implicit Latent Features0
Online Anomaly Detection in Surveillance Videos with Asymptotic Bounds on False Alarm RateCode1
Video Anomaly Detection Using Pre-Trained Deep Convolutional Neural Nets and Context Mining0
A Survey on Deep Learning Techniques for Video Anomaly Detection0
Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video EventsCode1
Localizing Anomalies from Weakly-Labeled VideosCode1
Clustering Driven Deep Autoencoder for Video Anomaly Detection0
Multiple Instance-Based Video Anomaly Detection using Deep Temporal Encoding-DecodingCode0
Self-Supervised Representation Learning for Visual Anomaly Detection0
Master-Auxiliary: an efficient aggregation strategy for video anomaly detection0
A Survey of Single-Scene Video Anomaly Detection0
When, Where, and What? A New Dataset for Anomaly Detection in Driving VideosCode1
Video Anomaly Detection for Smart Surveillance0
Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection0
Graph Embedded Pose Clustering for Anomaly DetectionCode0
Attribute Restoration Framework for Anomaly DetectionCode0
EvAn: Neuromorphic Event-based Anomaly Detection0
A Promotion Method for Generation Error Based Video Anomaly Detection0
Self-Supervised Representation Learning via Neighborhood-Relational Encoding0
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection0
Motion-Aware Feature for Improved Video Anomaly Detection0
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly DetectionCode0
Learning Regularity in Skeleton Trajectories for Anomaly Detection in VideosCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PoseWatch-HAUC87.23Unverified
2MoPRLAUC84.3Unverified
3TSGADAUC81.77Unverified
4TrajRECAUC77.9Unverified
5MoCoDADAUC77.6Unverified
6COSKAD-euclideanAUC77.1Unverified
7Multi-timescale PredictionAUC77Unverified
8COSKAD-hyperbolicAUC75.6Unverified
9MPED-RNNAUC75.4Unverified
10COSKAD-radialAUC75.2Unverified
#ModelMetricClaimedVerifiedStatus
1TrajRECAUC89.4Unverified
2MoCoDADAUC89Unverified
3Multi-timescale PredictionAUC88.33Unverified
4COSKAD-euclideanAUC87.8Unverified
5COSKAD-hyperbolicAUC87.3Unverified
6BiPOCOAUC87Unverified
7MPED-RNNAUC86.3Unverified
8PredAUC86.2Unverified
9Conv-AEAUC84.8Unverified
10COSKAD-radialAUC82.2Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoDADAUC68.4Unverified
2TrajRECAUC68.2Unverified
3COSKAD-hyperbolicAUC65.5Unverified
4COSKAD-euclideanAUC65.2Unverified
5COSKAD-radialAUC63.4Unverified
6MPED-RNNAUC61.2Unverified
7GEPCAUC55.2Unverified
8BiPOCOAUC52.3Unverified
#ModelMetricClaimedVerifiedStatus
1VADMambaAUC91.5Unverified
2MAMAAUC91.2Unverified
3HF2-VADAUC91.1Unverified
4AnyAnomalyAUC87.3Unverified
#ModelMetricClaimedVerifiedStatus
1PoseWatch-HAUC85.75Unverified
2TSGADAUC80.6Unverified
3VADMambaAUC77Unverified
4HF2-VADAUC76.2Unverified
#ModelMetricClaimedVerifiedStatus
1AnyAnomalyAUC74.5Unverified
2TrajRECAUC68Unverified
#ModelMetricClaimedVerifiedStatus
1PoseWatch-HAUC67.04Unverified
#ModelMetricClaimedVerifiedStatus
1MULDE-object-centric-microAUC94.3Unverified
#ModelMetricClaimedVerifiedStatus
1HF2-VADAUC0.99Unverified
#ModelMetricClaimedVerifiedStatus
1AnyAnomalyAUC79.7Unverified
#ModelMetricClaimedVerifiedStatus
1VADMambaAUC98.5Unverified