Video Anomaly Dection

Awesome

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Unsupervised VAD

Paper	Year	Code	Model
Ada-VAD: Domain Adaptable Video Anomaly Detection	2024	Code	Few-shot cross-domain video anomaly detection
Attention-guided generator with dual discriminator GAN for real-time video anomaly detection	2024	Code
Video anomaly detection guided by clustering learning	2024	Code
Toward Video Anomaly Retrieval From Video Anomaly Detection: New Benchmarks and Model	2024	-
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning	2024	-
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models	2024	Code	MM
Video Anomaly Detection and Explanation via Large Language Models	2024	Code	LLM
Context-aware Video Anomaly Detection in Long-Term Datasets	2024	[Code]
Harnessing Large Language Models for Training-free Video Anomaly Detection	2024	Code	LLM
Video anomaly detection guided by clustering learning	2024	Code	Clustering
Attention-guided generator with dual discriminator GAN for real-time video anomaly detection	2024	Code	GAN
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection	2024	[Code]	UNet
Contracting skeletal kinematics for human-related video anomaly detection	2024	Code	GRAPH
A Coarse-to-Fine Pseudo-Labeling (C2FPL) Framework for Unsupervised Video Anomaly Detection	2024	Code
Dual GroupGAN: An unsupervised four-competitor (2V2) approach for video anomaly detection	2024	[Code]	GAN
Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning	2024	[Code]
Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline	2024	Code
Ada-VAD: Domain Adaptable Video Anomaly Detection	2024	Code
Cross-modality integration framework with prediction, perception and discrimination for video anomaly detection	2024	[Code]	Visual + Text
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	2024	Code	Denoising score matching
Memory-enhanced appearance-motion consistency framework for video anomaly detection	2024	[Code]	RGB +Flow
Enhancing Video Anomaly Detection Using Spatio-Temporal Autoencoders and Convolutional LSTM Networks	2024	[Code]
Spatially Aware Fusion in 3D Convolutional Autoencoders for Video Anomaly Detection	2024	[Code]	3D Convolutional Autoencoder
Anomaly detection in surveillance videos using deep autoencoder	2024	[Code]
CVAD-GAN: Constrained video anomaly detection via generative adversarial network	2024	Code
	2024	Code
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors	2024	Code
VADiffusion: Compressed Domain Information Guided Conditional Diffusion for Video Anomaly Detection	2024	Code
A deep learning-assisted visual attention mechanism for anomaly detection in videos	2024	[Code]
Fast video anomaly detection via context-aware shortcut exploration and abnormal feature distance learning	2024	Code
Delving into CLIP latent space for Video Anomaly Recognition	2024	Code
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction	2024	Code
Holistic Representation Learning for Multitask Trajectory Anomaly Detection	2024	Code
Deep learning based anomaly detection in real‑time video	2024	[Code]
DAST-Net: Dense visual attention augmented spatio-temporal network for unsupervised video anomaly detection	2024	[Code]
ANOMALY DETECTION IN SATELLITE VIDEOS USING DIFFUSION MODELS	2024	Code
Evolving graph-based video crowd anomaly detection	2024	[Code]
Feature Reconstruction With Disruption for Unsupervised Video Anomaly Detection	2024	Code
	2024	Code
	2024	Code
	2024	Code

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Weakly Supervised VAD

Paper	Year	Code	Notes
BatchNorm-based Weakly Supervised Video Anomaly Detection	2024	Code
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection	2024	Code
Open-Vocabulary Video Anomaly Detection	2024	-
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection	2024	-
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection	2024	Code	MM
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts	2024	[Code]	LLM
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection	2023	Code
BatchNorm-based Weakly Supervised Video Anomaly Detection	2024	Code	I3D
Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection	2024	Code	CLIP
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection	2024	Code	I3D + CLIP
Real-Time Weakly Supervised Video Anomaly Detection	2024	[Code]
Overlooked Video Classification in Weakly Supervised Video Anomaly Detection	2024	Code	BERT
Prompt-Enhanced Multiple Instance Learning for Weakly Supervised Video Anomaly Detection	2024	Code	Prompt
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection	2024	[Code]	Visual + Audio
GlanceVAD: Exploring Glance Supervision for Label-efficient Video Anomaly Detection	2024	Code	I3D + Pseudo-labels
TDSD: Text-Driven Scene-Decoupled Weakly Supervised Video Anomaly Detection	2024	Code
A Multi-Head Approach with Shuffled Segments for Weakly-Supervised Video Anomaly Detection	2024	[Code]
Diffusion-based normality pre-training for weakly supervised video anomaly detection	2024	[Code]
OE-CTST: Outlier-Embedded Cross Temporal Scale Transformer for Weakly-supervised Video Anomaly Detection	2024	[Code]
VPE-WSVAD: Visual prompt exemplars for weakly-supervised video anomaly detection	2024	Code
	2024	Code
	2024	Code
	2024	Code
	2024	Code

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Datasets

Paper	Year	Code	Model
Advancing Video Anomaly Detection: A Concise Review and a New Dataset	2024	Code

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Surveys

Paper	Year
Skeletal Video Anomaly Detection Using Deep Learning: Survey, Challenges, and Future Directions
Video anomaly detection: A systematic review of issues and prospects
A survey on deep learning-based real-time crowd anomaly detection for secure distributed video surveillance	2024
A critical study on the recent deep learning based semi-supervised video anomaly detection methods	2024
A comprehensive review of datasets for detection and localization of video anomalies: a step towards data-centric artificial intelligence-based video anomaly detection	2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey	2024

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