Video Anomaly Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 262 papers

Title	Date	Tasks	Status
Benchmarking Jetson Edge Devices with an End-to-end Video-based Anomaly Detection System	Jul 28, 2023	Anomaly DetectionAutonomous Driving	CodeCode Available
Attribute Restoration Framework for Anomaly Detection	Nov 25, 2019	Anomaly DetectionAttribute	CodeCode Available
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos	Oct 8, 2024	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	Jan 23, 2023	Anomaly DetectionOpen Set Learning	CodeCode Available
Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer	Feb 26, 2024	Anomaly DetectionVideo Anomaly Detection	CodeCode Available
Low-Latency Video Anonymization for Crowd Anomaly Detection: Privacy vs. Performance	Oct 24, 2024	Anomaly DetectionDe-identification	CodeCode Available
Video Anomaly Detection with Structured Keywords	Mar 7, 2025	Anomaly ClassificationAnomaly Detection	CodeCode Available
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction	Apr 29, 2024	Anomaly DetectionTrajectory Prediction	CodeCode Available
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation	Nov 28, 2022	Anomaly DetectionKnowledge Distillation	CodeCode Available
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection	Sep 7, 2022	Anomaly DetectionRetrieval	CodeCode Available
Approaches Toward Physical and General Video Anomaly Detection	Dec 14, 2021	Anomaly DetectionDensity Estimation	CodeCode Available
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos	Jan 9, 2018	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified	Jul 8, 2024	Anomaly DetectionVideo Anomaly Detection	CodeCode Available
CKNN: Cleansed k-Nearest Neighbor for Unsupervised Video Anomaly Detection	Aug 6, 2024	Anomaly DetectionVideo Anomaly Detection	CodeCode Available
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection	Jul 5, 2022	Anomaly DetectionAutonomous Driving	CodeCode Available
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization	Aug 27, 2024	Anomaly DetectionVideo Anomaly Detection	CodeCode Available
Predicting Next Local Appearance for Video Anomaly Detection	Jun 10, 2021	Anomaly DetectionObject	CodeCode Available
Beyond the Benchmark: Detecting Diverse Anomalies in Videos	Oct 3, 2023	Action RecognitionAnomaly Detection	CodeCode Available
Human Kinematics-inspired Skeleton-based Video Anomaly Detection	Sep 27, 2023	Anomaly DetectionVideo Anomaly Detection	CodeCode Available
Grid HTM: Hierarchical Temporal Memory for Anomaly Detection in Videos	May 30, 2022	Anomaly DetectionDeep Learning	CodeCode Available
Learn Suspected Anomalies from Event Prompts for Video Anomaly Detection	Mar 2, 2024	Anomaly DetectionMultiple Instance Learning	CodeCode Available
Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection	Jan 1, 2024	Anomaly DetectionMultiple Instance Learning	CodeCode Available
Anomaly detection using prediction error with Spatio-Temporal Convolutional LSTM	May 18, 2022	Anomaly DetectionPrediction	CodeCode Available
Learning Temporal Regularity in Video Sequences	Apr 15, 2016	Abnormal Event Detection In VideoAnomaly Detection	CodeCode Available
Interpreting Vulnerabilities of Multi-Instance Learning to Adversarial Perturbations	Nov 30, 2022	Anomaly DetectionImage Classification	CodeCode Available

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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