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Real-world Anomaly Detection in Surveillance Videos

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Real-world Anomaly Detection in Surveillance Videos

12 January 2018

Chen Chen

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Papers citing "Real-world Anomaly Detection in Surveillance Videos"

50 / 515 papers shown

OmniGuard: Unified Omni-Modal Guardrails with Deliberate Reasoning

OmniGuard: Unified Omni-Modal Guardrails with Deliberate Reasoning

84

0

0

02 Dec 2025

Intelligent Image Search Algorithms Fusing Visual Large Models

Intelligent Image Search Algorithms Fusing Visual Large Models

152

0

0

25 Nov 2025

Pistachio: Towards Synthetic, Balanced, and Long-Form Video Anomaly Benchmarks

Pistachio: Towards Synthetic, Balanced, and Long-Form Video Anomaly Benchmarks

170

0

0

22 Nov 2025

Building Egocentric Procedural AI Assistant: Methods, Benchmarks, and Challenges

Building Egocentric Procedural AI Assistant: Methods, Benchmarks, and Challenges

235

0

0

17 Nov 2025

Recognition of Abnormal Events in Surveillance Videos using Weakly Supervised Dual-Encoder Models

Recognition of Abnormal Events in Surveillance Videos using Weakly Supervised Dual-Encoder Models

Avishai Weizman

Yehudit Aperstein

104

0

0

17 Nov 2025

RefineVAD: Semantic-Guided Feature Recalibration for Weakly Supervised Video Anomaly Detection

RefineVAD: Semantic-Guided Feature Recalibration for Weakly Supervised Video Anomaly Detection

72

0

0

17 Nov 2025

RobustA: Robust Anomaly Detection in Multimodal Data

RobustA: Robust Anomaly Detection in Multimodal Data

Muhammad Irzam Liaqat

Karthik Nandakumar

108

0

0

10 Nov 2025

Federated Learning for Video Violence Detection: Complementary Roles of Lightweight CNNs and Vision-Language Models for Energy-Efficient Use

Federated Learning for Video Violence Detection: Complementary Roles of Lightweight CNNs and Vision-Language Models for Energy-Efficient Use

Sébastien Thuau

Rachid Chelouah

76

0

0

10 Nov 2025

VADER: Towards Causal Video Anomaly Understanding with Relation-Aware Large Language Models

VADER: Towards Causal Video Anomaly Understanding with Relation-Aware Large Language Models

176

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0

10 Nov 2025

A Unified Reasoning Framework for Holistic Zero-Shot Video Anomaly Analysis

A Unified Reasoning Framework for Holistic Zero-Shot Video Anomaly Analysis

142

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0

02 Nov 2025

CueBench: Advancing Unified Understanding of Context-Aware Video Anomalies in Real-World

CueBench: Advancing Unified Understanding of Context-Aware Video Anomalies in Real-World

116

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0

01 Nov 2025

Text-guided Fine-Grained Video Anomaly Detection

Text-guided Fine-Grained Video Anomaly Detection

176

0

0

01 Nov 2025

TRACES: Temporal Recall with Contextual Embeddings for Real-Time Video Anomaly Detection

TRACES: Temporal Recall with Contextual Embeddings for Real-Time Video Anomaly Detection

Yousuf Ahmed Siddiqui

Sufiyaan Usmani

Jawwad A. Shamsi

Muhammad Burhan Khan

132

0

0

01 Nov 2025

CAVE: Detecting and Explaining Commonsense Anomalies in Visual Environments

CAVE: Detecting and Explaining Commonsense Anomalies in Visual Environments

Rishika Bhagwatkar

Syrielle Montariol

Angelika Romanou

Antoine Bosselut

103

0

0

29 Oct 2025

Evaluation of Vision-LLMs in Surveillance Video

Evaluation of Vision-LLMs in Surveillance Video

Pascal Benschop

107

0

0

27 Oct 2025

VADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree

VADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree

184

1

0

26 Oct 2025

FrameShield: Adversarially Robust Video Anomaly Detection

FrameShield: Adversarially Robust Video Anomaly Detection

Bardia Soltani Moakhar

Mohammad Sabokrou

172

0

0

24 Oct 2025

Human-Centric Anomaly Detection in Surveillance Videos Using YOLO-World and Spatio-Temporal Deep Learning

Human-Centric Anomaly Detection in Surveillance Videos Using YOLO-World and Spatio-Temporal Deep Learning

Mohammad Ali Etemadi Naeen

Hoda Mohammadzade

Saeed Bagheri Shouraki

112

0

0

24 Oct 2025

MoniTor: Exploiting Large Language Models with Instruction for Online Video Anomaly Detection

MoniTor: Exploiting Large Language Models with Instruction for Online Video Anomaly Detection

112

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0

24 Oct 2025

GMFVAD: Using Grained Multi-modal Feature to Improve Video Anomaly Detection

GMFVAD: Using Grained Multi-modal Feature to Improve Video Anomaly Detection

108

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0

23 Oct 2025

FeatureFool: Zero-Query Fooling of Video Models via Feature Map

FeatureFool: Zero-Query Fooling of Video Models via Feature Map

230

1

0

21 Oct 2025

VelocityNet: Real-Time Crowd Anomaly Detection via Person-Specific Velocity Analysis

Fatima AlGhamdi

Abdullah Aldwyish

Raied Aljadaany

Muhammad Kamran J Khan

84

0

0

21 Oct 2025

AI-Boosted Video Annotation: Assessing the Process Enhancement

AI-Boosted Video Annotation: Assessing the Process Enhancement

Juan Gutiérrez

Silvia Rodriguez

José Luis Blanco

127

0

0

20 Oct 2025

Cerberus: Real-Time Video Anomaly Detection via Cascaded Vision-Language Models

Cerberus: Real-Time Video Anomaly Detection via Cascaded Vision-Language Models

104

0

0

18 Oct 2025

Leveraging Multimodal LLM Descriptions of Activity for Explainable Semi-Supervised Video Anomaly Detection

Leveraging Multimodal LLM Descriptions of Activity for Explainable Semi-Supervised Video Anomaly Detection

Michael Jeffrey Jones

120

0

0

16 Oct 2025

AVAR-Net: A Lightweight Audio-Visual Anomaly Recognition Framework with a Benchmark Dataset

AVAR-Net: A Lightweight Audio-Visual Anomaly Recognition Framework with a Benchmark Dataset

Zulfiqar Ahmad Khan

Muhammad Munsif

157

0

0

15 Oct 2025

Unlocking Vision-Language Models for Video Anomaly Detection via Fine-Grained Prompting

Unlocking Vision-Language Models for Video Anomaly Detection via Fine-Grained Prompting

Fabian Waschkowski

219

0

0

02 Oct 2025

PANDA: Towards Generalist Video Anomaly Detection via Agentic AI Engineer

PANDA: Towards Generalist Video Anomaly Detection via Agentic AI Engineer

Mike Zheng Shou

182

1

0

30 Sep 2025

ResAD++: Towards Class Agnostic Anomaly Detection via Residual Feature Learning

ResAD++: Towards Class Agnostic Anomaly Detection via Residual Feature Learning

Chongyang Zhang

172

1

0

28 Sep 2025

Live-E2T: Real-time Threat Monitoring in Video via Deduplicated Event Reasoning and Chain-of-Thought

Live-E2T: Real-time Threat Monitoring in Video via Deduplicated Event Reasoning and Chain-of-Thought

100

0

0

23 Sep 2025

DUAL-VAD: Dual Benchmarks and Anomaly-Focused Sampling for Video Anomaly Detection

DUAL-VAD: Dual Benchmarks and Anomaly-Focused Sampling for Video Anomaly Detection

Joshua Jordan Daniel

143

0

0

15 Sep 2025

Action Hints: Semantic Typicality and Context Uniqueness for Generalizable Skeleton-based Video Anomaly Detection

Action Hints: Semantic Typicality and Context Uniqueness for Generalizable Skeleton-based Video Anomaly Detection

134

0

0

14 Sep 2025

Images in Motion?: A First Look into Video Leakage in Collaborative Deep Learning

Images in Motion?: A First Look into Video Leakage in Collaborative Deep Learning

Alanood Alqobaisi

Bruhadeshwar Bezawada

134

0

0

11 Sep 2025

GTA-Crime: A Synthetic Dataset and Generation Framework for Fatal Violence Detection with Adversarial Snippet-Level Domain Adaptation

GTA-Crime: A Synthetic Dataset and Generation Framework for Fatal Violence Detection with Adversarial Snippet-Level Domain AdaptationInternational Conference on Information Photonics (ICIP), 2025

76

0

0

10 Sep 2025

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search

174

1

0

04 Sep 2025

Multi-Focused Video Group Activities Hashing

Multi-Focused Video Group Activities Hashing

Jiangbo Qian

164

0

0

30 Aug 2025

What Can We Learn from Harry Potter? An Exploratory Study of Visual Representation Learning from Atypical Videos

What Can We Learn from Harry Potter? An Exploratory Study of Visual Representation Learning from Atypical Videos

221

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0

29 Aug 2025

Video-LevelGauge: Investigating Contextual Positional Bias in Large Video Language Models

Video-LevelGauge: Investigating Contextual Positional Bias in Large Video Language Models

190

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0

27 Aug 2025

Context-Aware Zero-Shot Anomaly Detection in Surveillance Using Contrastive and Predictive Spatiotemporal Modeling

Context-Aware Zero-Shot Anomaly Detection in Surveillance Using Contrastive and Predictive Spatiotemporal Modeling

Md. Rashid Shahriar Khan

Md. Abrar Hasan

Mohammod Tareq Aziz Justice

114

1

0

25 Aug 2025

MissionHD: Hyperdimensional Refinement of Distribution-Deficient Reasoning Graphs for Video Anomaly Detection

MissionHD: Hyperdimensional Refinement of Distribution-Deficient Reasoning Graphs for Video Anomaly Detection

Nathaniel D. Bastian

200

0

0

20 Aug 2025

HumanSense: From Multimodal Perception to Empathetic Context-Aware Responses through Reasoning MLLMs

HumanSense: From Multimodal Perception to Empathetic Context-Aware Responses through Reasoning MLLMsEuropean Workshop on Visual Information Processing (EUVIP), 2025

209

2

0

14 Aug 2025

Few-shot Vision-based Human Activity Recognition with MLLM-based Visual Reinforcement Learning

Few-shot Vision-based Human Activity Recognition with MLLM-based Visual Reinforcement Learning

165

1

0

14 Aug 2025

MA-CBP: A Criminal Behavior Prediction Framework Based on Multi-Agent Asynchronous Collaboration

MA-CBP: A Criminal Behavior Prediction Framework Based on Multi-Agent Asynchronous Collaboration

113

0

0

08 Aug 2025

Aligning Effective Tokens with Video Anomaly in Large Language Models

Aligning Effective Tokens with Video Anomaly in Large Language Models

191

0

0

08 Aug 2025

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions

151

1

0

04 Aug 2025

GV-VAD : Exploring Video Generation for Weakly-Supervised Video Anomaly Detection

GV-VAD : Exploring Video Generation for Weakly-Supervised Video Anomaly Detection

98

1

0

01 Aug 2025

iSafetyBench: A video-language benchmark for safety in industrial environment

iSafetyBench: A video-language benchmark for safety in industrial environment

Raiyaan Abdullah

265

1

0

01 Aug 2025

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

238

1

0

29 Jul 2025

VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding

VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding

112

3

0

29 Jul 2025

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection

111

0

0

28 Jul 2025

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