SOTAVerified

Video Anomaly Detection

Papers

Showing 201–250 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 Methods—0
Synthetic Temporal Anomaly Guided End-to-End Video Anomaly DetectionCode1
Learning Not to Reconstruct AnomaliesCode1
Deep Video Anomaly Detection: Opportunities and Challenges—0
Multi-branch Neural Networks for Video Anomaly Detection in Adverse Lighting and Weather Conditions—0
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 Refinement—0
Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection—0
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 Flow—0
Anomaly Detection with Prototype-Guided Discriminative Latent Embeddings—0
Discriminative-Generative Dual Memory Video Anomaly Detection—0
An Efficient Approach for Anomaly Detection in Traffic Videos—0
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative LearningCode1
Global Information Guided Video Anomaly Detection—0
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 Anomalies—0
Ano-Graph: Learning Normal Scene Contextual Graphs to Detect Video Anomalies—0
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 Prediction—0
Unsupervised Video Anomaly Detection via Normalizing Flows with Implicit Latent Features—0
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 Mining—0
A Survey on Deep Learning Techniques for Video Anomaly Detection—0
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 Detection—0
Multiple Instance-Based Video Anomaly Detection using Deep Temporal Encoding-DecodingCode0
Self-Supervised Representation Learning for Visual Anomaly Detection—0
Master-Auxiliary: an efficient aggregation strategy for video anomaly detection—0
A Survey of Single-Scene Video Anomaly Detection—0
When, Where, and What? A New Dataset for Anomaly Detection in Driving VideosCode1
Video Anomaly Detection for Smart Surveillance—0
Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection—0
Graph Embedded Pose Clustering for Anomaly DetectionCode0
Attribute Restoration Framework for Anomaly DetectionCode0
EvAn: Neuromorphic Event-based Anomaly Detection—0
A Promotion Method for Generation Error Based Video Anomaly Detection—0
Self-Supervised Representation Learning via Neighborhood-Relational Encoding—0
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection—0
Motion-Aware Feature for Improved Video Anomaly Detection—0
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-HAUC87.23—Unverified
2MoPRLAUC84.3—Unverified
3TSGADAUC81.77—Unverified
4TrajRECAUC77.9—Unverified
5MoCoDADAUC77.6—Unverified
6COSKAD-euclideanAUC77.1—Unverified
7Multi-timescale PredictionAUC77—Unverified
8COSKAD-hyperbolicAUC75.6—Unverified
9MPED-RNNAUC75.4—Unverified
10COSKAD-radialAUC75.2—Unverified
#ModelMetricClaimedVerifiedStatus
1TrajRECAUC89.4—Unverified
2MoCoDADAUC89—Unverified
3Multi-timescale PredictionAUC88.33—Unverified
4COSKAD-euclideanAUC87.8—Unverified
5COSKAD-hyperbolicAUC87.3—Unverified
6BiPOCOAUC87—Unverified
7MPED-RNNAUC86.3—Unverified
8PredAUC86.2—Unverified
9Conv-AEAUC84.8—Unverified
10COSKAD-radialAUC82.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoDADAUC68.4—Unverified
2TrajRECAUC68.2—Unverified
3COSKAD-hyperbolicAUC65.5—Unverified
4COSKAD-euclideanAUC65.2—Unverified
5COSKAD-radialAUC63.4—Unverified
6MPED-RNNAUC61.2—Unverified
7GEPCAUC55.2—Unverified
8BiPOCOAUC52.3—Unverified
#ModelMetricClaimedVerifiedStatus
1VADMambaAUC91.5—Unverified
2MAMAAUC91.2—Unverified
3HF2-VADAUC91.1—Unverified
4AnyAnomalyAUC87.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PoseWatch-HAUC85.75—Unverified
2TSGADAUC80.6—Unverified
3VADMambaAUC77—Unverified
4HF2-VADAUC76.2—Unverified
#ModelMetricClaimedVerifiedStatus
1AnyAnomalyAUC74.5—Unverified
2TrajRECAUC68—Unverified
#ModelMetricClaimedVerifiedStatus
1PoseWatch-HAUC67.04—Unverified
#ModelMetricClaimedVerifiedStatus
1MULDE-object-centric-microAUC94.3—Unverified
#ModelMetricClaimedVerifiedStatus
1HF2-VADAUC0.99—Unverified
#ModelMetricClaimedVerifiedStatus
1AnyAnomalyAUC79.7—Unverified
#ModelMetricClaimedVerifiedStatus
1VADMambaAUC98.5—Unverified