Video Anomaly Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 262 papers

Title	Date	Tasks	Status	Score
Dynamic Erasing Network Based on Multi-Scale Temporal Features for Weakly Supervised Video Anomaly Detection	Dec 4, 2023	Anomaly DetectionVideo Anomaly Detection	CodeCode Available	5
Benchmarking Jetson Edge Devices with an End-to-end Video-based Anomaly Detection System	Jul 28, 2023	Anomaly DetectionAutonomous Driving	CodeCode Available	5
Low-Latency Video Anonymization for Crowd Anomaly Detection: Privacy vs. Performance	Oct 24, 2024	Anomaly DetectionDe-identification	CodeCode Available	5
Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection	Mar 24, 2022	Anomaly DetectionMultiple Instance Learning	CodeCode Available	5
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction	Apr 29, 2024	Anomaly DetectionTrajectory Prediction	CodeCode Available	5
Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer	Feb 26, 2024	Anomaly DetectionVideo Anomaly Detection	CodeCode Available	5
Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach	Sep 26, 2023	Anomaly DetectionPhilosophy	CodeCode Available	5
Distributionally Robust Optimization for Deep Kernel Multiple Instance Learning	Apr 13, 2021	Anomaly DetectionGaussian Processes	CodeCode Available	5
Learning Temporal Regularity in Video Sequences	Apr 15, 2016	Abnormal Event Detection In VideoAnomaly Detection	CodeCode Available	5
Learn Suspected Anomalies from Event Prompts for Video Anomaly Detection	Mar 2, 2024	Anomaly DetectionMultiple Instance Learning	CodeCode Available	5
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos	Mar 8, 2019	Anomaly DetectionDecoder	CodeCode Available	5
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation	Nov 28, 2022	Anomaly DetectionKnowledge Distillation	CodeCode Available	5
Deep Crowd Anomaly Detection: State-of-the-Art, Challenges, and Future Research Directions	Oct 25, 2022	Anomaly DetectionBenchmarking	—Unverified	0
DA-Flow: Dual Attention Normalizing Flow for Skeleton-based Video Anomaly Detection	Jun 5, 2024	Anomaly DetectionDimensionality Reduction	—Unverified	0
A Survey of Single-Scene Video Anomaly Detection	Apr 13, 2020	Anomaly DetectionSurvey	—Unverified	0
Crowd-level Abnormal Behavior Detection via Multi-scale Motion Consistency Learning	Dec 1, 2022	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection	Jan 1, 2025	Anomaly DetectionOptical Flow Estimation	—Unverified	0
Just Dance with π! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection	May 19, 2025	Anomaly DetectionOptical Flow Estimation	—Unverified	0
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection	Dec 29, 2024	Anomaly DetectionGraph Attention	—Unverified	0
AssistPDA: An Online Video Surveillance Assistant for Video Anomaly Prediction, Detection, and Analysis	Mar 27, 2025	Anomaly DetectionAnomaly Forecasting	—Unverified	0
IPAD: Industrial Process Anomaly Detection Dataset	Apr 23, 2024	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Cross-Domain Video Anomaly Detection without Target Domain Adaptation	Dec 14, 2022	Anomaly DetectionDomain Adaptation	—Unverified	0
Injecting Explainability and Lightweight Design into Weakly Supervised Video Anomaly Detection Systems	Dec 28, 2024	Anomaly DetectionBinary Classification	—Unverified	0
Learning Appearance-motion Normality for Video Anomaly Detection	Jul 27, 2022	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Cross-Domain Learning for Video Anomaly Detection with Limited Supervision	Aug 9, 2024	Anomaly DetectionVideo Anomaly Detection	—Unverified	0

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All datasets HR-ShanghaiTech HR-Avenue HR-UBnormal CUHK Avenue ShanghaiTech Campus UBnormal CHAD CHUK Avenue Ped2 ShanghaiTech UCSD Ped2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PoseWatch-H	AUC	87.23	—	Unverified
2	MoPRL	AUC	84.3	—	Unverified
3	TSGAD	AUC	81.77	—	Unverified
4	TrajREC	AUC	77.9	—	Unverified
5	MoCoDAD	AUC	77.6	—	Unverified
6	COSKAD-euclidean	AUC	77.1	—	Unverified
7	Multi-timescale Prediction	AUC	77	—	Unverified
8	COSKAD-hyperbolic	AUC	75.6	—	Unverified
9	MPED-RNN	AUC	75.4	—	Unverified
10	COSKAD-radial	AUC	75.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TrajREC	AUC	89.4	—	Unverified
2	MoCoDAD	AUC	89	—	Unverified
3	Multi-timescale Prediction	AUC	88.33	—	Unverified
4	COSKAD-euclidean	AUC	87.8	—	Unverified
5	COSKAD-hyperbolic	AUC	87.3	—	Unverified
6	BiPOCO	AUC	87	—	Unverified
7	MPED-RNN	AUC	86.3	—	Unverified
8	Pred	AUC	86.2	—	Unverified
9	Conv-AE	AUC	84.8	—	Unverified
10	COSKAD-radial	AUC	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MoCoDAD	AUC	68.4	—	Unverified
2	TrajREC	AUC	68.2	—	Unverified
3	COSKAD-hyperbolic	AUC	65.5	—	Unverified
4	COSKAD-euclidean	AUC	65.2	—	Unverified
5	COSKAD-radial	AUC	63.4	—	Unverified
6	MPED-RNN	AUC	61.2	—	Unverified
7	GEPC	AUC	55.2	—	Unverified
8	BiPOCO	AUC	52.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VADMamba	AUC	91.5	—	Unverified
2	MAMA	AUC	91.2	—	Unverified
3	HF2-VAD	AUC	91.1	—	Unverified
4	AnyAnomaly	AUC	87.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseWatch-H	AUC	85.75	—	Unverified
2	TSGAD	AUC	80.6	—	Unverified
3	VADMamba	AUC	77	—	Unverified
4	HF2-VAD	AUC	76.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AnyAnomaly	AUC	74.5	—	Unverified
2	TrajREC	AUC	68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseWatch-H	AUC	67.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MULDE-object-centric-micro	AUC	94.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HF2-VAD	AUC	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AnyAnomaly	AUC	79.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VADMamba	AUC	98.5	—	Unverified