Video Anomaly Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 262 papers

Title	Date	Tasks	Status	Hype
Video Event Restoration Based on Keyframes for Video Anomaly Detection	Apr 11, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction	Apr 5, 2023	Anomaly DetectionDiversity	CodeCode Available	1
Long-Short Temporal Co-Teaching for Weakly Supervised Video Anomaly Detection	Mar 31, 2023	Anomaly DetectionMultiple Instance Learning	CodeCode Available	1
Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection	Mar 23, 2023	Anomaly DetectionContrastive Learning	—Unverified	0
Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly Detection	Mar 22, 2023	Anomaly DetectionMultiple Instance Learning	CodeCode Available	1
PseudoBound: Limiting the anomaly reconstruction capability of one-class classifiers using pseudo anomalies	Mar 19, 2023	Anomaly DetectionOne-Class Classification	—Unverified	0
Updated version: A Video Anomaly Detection Framework based on Appearance-Motion Semantics Representation Consistency	Mar 9, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Synthetic Pseudo Anomalies for Unsupervised Video Anomaly Detection: A Simple yet Efficient Framework based on Masked Autoencoder	Mar 9, 2023	Anomaly DetectionOne-Class Classification	—Unverified	0
Understanding the Challenges and Opportunities of Pose-based Anomaly Detection	Mar 9, 2023	Anomaly DetectionPose-based Anomaly Detection	—Unverified	0
Multi-level Memory-augmented Appearance-Motion Correspondence Framework for Video Anomaly Detection	Mar 9, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Memory Maps for Video Object Detection and Tracking on UAVs	Mar 6, 2023	Anomaly DetectionMulti-Object Tracking	—Unverified	0
Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism	Feb 27, 2023	Activity RecognitionAnomaly Detection	—Unverified	0
Memory-augmented Online Video Anomaly Detection	Feb 21, 2023	Anomaly DetectionAutonomous Vehicles	CodeCode Available	1
Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection	Feb 10, 2023	Anomaly DetectionVideo Anomaly Detection	CodeCode Available	1
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models	Feb 10, 2023	Anomaly DetectionEvent Detection	CodeCode Available	1
Making Reconstruction-based Method Great Again for Video Anomaly Detection	Jan 28, 2023	Anomaly DetectionOptical Flow Estimation	CodeCode Available	1
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	Jan 23, 2023	Anomaly DetectionOpen Set Learning	CodeCode Available	0
Human-Scene Network: A Novel Baseline with Self-rectifying Loss for Weakly supervised Video Anomaly Detection	Jan 19, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Video Anomaly Detection via Sequentially Learning Multiple Pretext Tasks	Jan 1, 2023	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Feature Prediction Diffusion Model for Video Anomaly Detection	Jan 1, 2023	Anomaly DetectionDenoising	—Unverified	0
Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning	Jan 1, 2023	Anomaly DetectionRelational Reasoning	—Unverified	0
Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping	Jan 1, 2023	Anomaly DetectionAnomaly Detection In Surveillance Videos	—Unverified	0
Skeletal Video Anomaly Detection using Deep Learning: Survey, Challenges and Future Directions	Dec 31, 2022	Anomaly DetectionVideo Anomaly Detection	—Unverified	0
Privacy-Protecting Behaviours of Risk Detection in People with Dementia using Videos	Dec 20, 2022	Anomaly DetectionSemantic Segmentation	—Unverified	0
CHAD: Charlotte Anomaly Dataset	Dec 19, 2022	Anomaly DetectionVideo Anomaly Detection	CodeCode Available	1

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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