Awesomme Video Anomaly Detection

Title	Date	Venue	Task	Resource	Model
Ada-VAD: Domain Adaptable Video Anomaly Detection	2024	C-SIAM			Model
Attention-guided generator with dual discriminator GAN for real-time video anomaly detection	2024	J-EAAI			Model
Video anomaly detection guided by clustering learning	2024	J-PR			Model
Toward Video Anomaly Retrieval From Video Anomaly Detection: New Benchmarks and Model	2024	J-ITIP		-	Model
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning	2024	C-CVPR		-	Model
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models	2024	C-ECCV			Model
Video Anomaly Detection and Explanation via Large Language Models	2024	arxiv		-	Model
Context-aware Video Anomaly Detection in Long-Term Datasets	2024	C-CVPR		-	Model
Harnessing Large Language Models for Training-free Video Anomaly Detection	2024	C-CVPR			Model
Video anomaly detection guided by clustering learning	2024	J-PR			Model
Attention-guided generator with dual discriminator GAN for real-time video anomaly detection	2024	J-EPAI			Model
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection	2024	J-TIP		-	Model
Contracting skeletal kinematics for human-related video anomaly detection	2024	J-PR			Model
A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection	2024	C-WACV			Model
Dual GroupGAN: An unsupervised four-competitor (2V2) approach for video anomaly detection	2024	J-PR		-	Model
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning	2024	C-CVPR		-	Model
Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline	2024	C-CVPR			Model
Ada-VAD: Domain Adaptable Video Anomaly Detection	2024	?			Model
Cross-modality integration framework with prediction, perception and discrimination for video anomaly detection	2024	J-NN		-	Model
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	2024	C-CVPR			Model
Memory-enhanced appearance-motion consistency framework for video anomaly detection	2024	J-CC		-	Model
Enhancing Video Anomaly Detection Using Spatio-Temporal Autoencoders and Convolutional LSTM Networks	2024	J-SNCS		-	Model
Spatially Aware Fusion in 3D Convolutional Autoencoders for Video Anomaly Detection	2024	J-IA		-	Model
Anomaly detection in surveillance videos using deep autoencoder	2024	J-IJIT		-	Model
CVAD-GAN: Constrained video anomaly detection via generative adversarial network	2024	J-IVC			Model
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors	2024	C-CVPR			Model
VADiffusion: Compressed Domain Information Guided Conditional Diffusion for Video Anomaly Detection	2024	J-ITCaSfV			Model
A deep learning-assisted visual attention mechanism for anomaly detection in videos	2024	J-MTnA		-	Model
Fast video anomaly detection via context-aware shortcut exploration and abnormal feature distance learning	2024	J-PR			Model
Delving into CLIP latent space for Video Anomaly Recognition	2024	J-CVnIU			Model
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction	2024	C-WACV			Model
Holistic Representation Learning for Multitask Trajectory Anomaly Detection	2024	C-WACV			Model
Deep learning based anomaly detection in real‑time video	2024	J-MTnA		-	Model
DAST-Net: Dense visual attention augmented spatio-temporal network for unsupervised video anomaly detection	2024	J-NC		-	Model
ANOMALY DETECTION IN SATELLITE VIDEOS USING DIFFUSION MODELS	2024	C-WMSP			Model
Evolving graph-based video crowd anomaly detection	2024	J-TVC		-	Model
Feature Reconstruction With Disruption for Unsupervised Video Anomaly Detection	2024	J-IToMs			Model
Cognition Guided Video Anomaly Detection Framework for Surveillance Services	2024	J-IEoSC			Model
An informative dual ForkNet for video anomaly detection	2024	J-NN		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model

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Weakly Supervised VAD

Title	Date	Venue	Task	Resource	Model
BatchNorm-based Weakly Supervised Video Anomaly Detection	2024	J-IToCnSVT			Model
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection	2024	C-AAAI			Model
Open-Vocabulary Video Anomaly Detection	2024	C-CVPR		-	Model
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection	2024	C-CVPR		-	Model
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts	2024	C-ACM ICoM		-	Model
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection	2024	J-IRoIP			Model
BatchNorm-based Weakly Supervised Video Anomaly Detection	2024	J-IToCnSfVT			Model
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection	2024	C-CVPR			Model
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection	2024	J-IToIP			Model
Real-Time Weakly Supervised Video Anomaly Detection	2024	C-WACV		-	Model
Overlooked Video Classification in Weakly Supervised Video Anomaly Detection	2024	C-WACV			Model
Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection	2024	C-CVPR			Model
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection	2024	C-CVPR		-	Model
GlanceVAD: Exploring Glance Supervision for Label-efficient Video Anomaly Detection	2024	C-CVPR			Model
TDSD: Text-Driven Scene-Decoupled Weakly Supervised Video Anomaly Detection	2024	C-CVPR			Model
A Multi-Head Approach with Shuffled Segments for Weakly-Supervised Video Anomaly Detection	2024	C-WACV		-	Model
Diffusion-based normality pre-training for weakly supervised video anomaly detection	2024	J-ESWA		-	Model
OE-CTST: Outlier-Embedded Cross Temporal Scale Transformer for Weakly-supervised Video Anomaly Detection	2024	C-WACV		-	Model
VPE-WSVAD: Visual prompt exemplars for weakly-supervised video anomaly detection	2024	J-KBS			Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model
	2024	C-CVPR		-	Model

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Surveys

Title	Date	Venue	Task	Resource	Model
Skeletal Video Anomaly Detection Using Deep Learning: Survey, Challenges, and Future Directions	2024	J-IToETiCI		-	Model
Video anomaly detection: A systematic review of issues and prospects	2024	J-NC		-	Model
A survey on deep learning-based real-time crowd anomaly detection for secure distributed video surveillance	2024	J-PnUC		-	Model
A critical study on the recent deep learning based semi-supervised video anomaly detection methods	2024	J-MTnA		-	Model
A comprehensive review of datasets for detection and localization of video anomalies: a step towards data-centric artificial intelligence-based video anomaly detection	2024	J-MTnA		-	Model
Networking Systems for Video Anomaly Detection: A Tutorial and Survey	2024	C-X			Model
	2024	C-CVPR		-	Model

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New VAD Datasets

Title	Date	Venue	Task	Resource	Model
Advancing Video Anomaly Detection: A Concise Review and a New Dataset	2024	J-X			Model

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