SOTAVerified

Video Anomaly Detection

Papers

Showing 101150 of 262 papers

TitleStatusHype
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance VideosCode0
LEGO: Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion0
Appearance Blur-driven AutoEncoder and Motion-guided Memory Module for Video Anomaly Detection0
Vision-Language Models Assisted Unsupervised Video Anomaly Detection0
Multimodal Attention-Enhanced Feature Fusion-based Weekly Supervised Anomaly Violence Detection0
Abnormal Event Detection In Videos Using Deep Embedding0
Deep Learning for Video Anomaly Detection: A Review0
Unveiling Context-Related Anomalies: Knowledge Graph Empowered Decoupling of Scene and Action for Human-Related Video Anomaly Detection0
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose TokenizationCode0
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts0
What Matters in Autonomous Driving Anomaly Detection: A Weakly Supervised HorizonCode0
Cross-Domain Learning for Video Anomaly Detection with Limited Supervision0
CKNN: Cleansed k-Nearest Neighbor for Unsupervised Video Anomaly DetectionCode0
Bidirectional skip-frame prediction for video anomaly detection with intra-domain disparity-driven attention0
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection SimplifiedCode0
MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation0
Hybrid Video Anomaly Detection for Anomalous Scenarios in Autonomous Driving0
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection0
DA-Flow: Dual Attention Normalizing Flow for Skeleton-based Video Anomaly Detection0
Video Anomaly Detection in 10 Years: A Survey and Outlook0
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory PredictionCode0
Evaluating the Effectiveness of Video Anomaly Detection in the Wild: Online Learning and Inference for Real-world Deployment0
IPAD: Industrial Process Anomaly Detection Dataset0
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection0
Context-aware Video Anomaly Detection in Long-Term Datasets0
Harnessing Large Language Models for Training-free Video Anomaly Detection0
Patch Spatio-Temporal Relation Prediction for Video Anomaly Detection0
Constricting Normal Latent Space for Anomaly Detection with Normal-only Training Data0
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection0
Learn Suspected Anomalies from Event Prompts for Video Anomaly DetectionCode0
Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and DestroyerCode0
Advancing Video Anomaly Detection: A Concise Review and a New Dataset0
Video Anomaly Detection and Explanation via Large Language Models0
Error Detection in Egocentric Procedural Task Videos0
Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly DetectionCode0
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning0
Dynamic Erasing Network Based on Multi-Scale Temporal Features for Weakly Supervised Video Anomaly DetectionCode0
Online Anomaly Detection over Live Social Video Streaming0
Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation : A Unified Approach0
Video Anomaly Detection using GAN0
Open-Vocabulary Video Anomaly Detection0
A Deep Learning Approach to Video Anomaly Detection using Convolutional Autoencoders0
VALD-GAN: video anomaly detection using latent discriminator augmented GAN0
A Lightweight Video Anomaly Detection Model with Weak Supervision and Adaptive Instance Selection0
Beyond the Benchmark: Detecting Diverse Anomalies in VideosCode0
Weakly-Supervised Video Anomaly Detection with Snippet Anomalous AttentionCode0
Human Kinematics-inspired Skeleton-based Video Anomaly DetectionCode0
Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New ApproachCode0
STemGAN: spatio-temporal generative adversarial network for video anomaly detection0
Reasonable Anomaly Detection in Long SequencesCode0
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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