SOTAVerified

Video Anomaly Detection

Papers

Showing 201225 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
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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