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RWF-2000: An Open Large Scale Video Database for Violence Detection

arXiv 1911.05913 ↗First posted 14 Nov 2019cs.CVcited by 39

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Abstract (arXiv)

In recent years, surveillance cameras are widely deployed in public places, and the general crime rate has been reduced significantly due to these ubiquitous devices. Usually, these cameras provide cues and evidence after crimes are conducted, while they are rarely used to prevent or stop criminal activities in time. It is both time and labor consuming to manually monitor a large amount of video data from surveillance cameras. Therefore, automatically recognizing violent behaviors from video signals becomes essential. This paper summarizes several existing video datasets for violence detection and proposes the RWF-2000 database with 2,000 videos captured by surveillance cameras in real-world scenes. Also, we present a new method that utilizes both the merits of 3D-CNNs and optical flow, namely Flow Gated Network. The proposed approach obtains an accuracy of 87.25% on the test set of our proposed database. The database and source codes are currently open to access.

Key facts. Cited by 39 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Nov 2019.

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Citing papers per year: 2021: 3; 2022: 6; 2023: 7; 2024: 5; 2025: 14; 2026: 4.

39 papers.

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  1. 2024Deep Learning for Video Anomaly Detection: A Reviewcited by 27
  2. 2023Prompt-Guided Zero-Shot Anomaly Action Recognition using Pretrained Deep Skeleton Featurescited by 21
  3. 2023Unified Keypoint-based Action Recognition Framework via Structured Keypoint Poolingcited by 19
  4. 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognitioncited by 17
  5. 2022Skeletal Video Anomaly Detection using Deep Learning: Survey, Challenges and Future Directionscited by 14
  6. 2025DVD: A Comprehensive Dataset for Advancing Violence Detection in Real-World Scenarioscited by 13
  7. 2021Efficient Two-Stream Network for Violence Detection Using Separable Convolutional LSTMcited by 12
  8. 2025Sherlock: Towards Multi-scene Video Abnormal Event Extraction and Localization via a Global-local Spatial-sensitive LLMcited by 10
  9. 2024CUE-Net: Violence Detection Video Analytics with Spatial Cropping, Enhanced UniformerV2 and Modified Efficient Additive Attentioncited by 8
  10. 2025Language-guided Open-world Video Anomaly Detection under Weak Supervisioncited by 8
  11. 2024Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detectioncited by 6
  12. 2022Video Violence Recognition and Localization Using a Semi-Supervised Hard Attention Modelcited by 5
27 more
  1. 2022Weakly Supervised Two-Stage Training Scheme for Deep Video Fight Detection Modelcited by 5
  2. 2022An Overview of Violence Detection Techniques: Current Challenges and Future Directionscited by 3
  3. 2025Evaluation of Vision-LLMs in Surveillance Videocited by 3
  4. 2021Multimedia Datasets for Anomaly Detection: A Reviewcited by 2
  5. 2022SSIVD-Net: A Novel Salient Super Image Classification & Detection Technique for Weaponized Violencecited by 2
  6. 2023Balancing Accuracy and Training Time in Federated Learning for Violence Detection in Surveillance Videos: A Study of Neural Network Architecturescited by 2
  7. 2024JOSENet: A Joint Stream Embedding Network for Violence Detection in Surveillance Videoscited by 2
  8. 2026A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validationcited by 2
  9. 2023Improving Video Violence Recognition with Human Interaction Learning on 3D Skeleton Point Cloudscited by 1
  10. 2023Two-Stage Violence Detection Using ViTPose and Classification Models at Smart Airportscited by 1
  11. 2023Reinforcement Learning-based Mixture of Vision Transformers for Video Violence Recognitioncited by 1
  12. 2025Exploring Personalized Federated Learning Architectures for Violence Detection in Surveillance Videoscited by 1
  13. 2025FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detectioncited by 1
  14. 2025CompAgent: An Agentic Framework for Visual Compliance Verificationcited by 1
  15. 2021Fight Detection from Still Images in the Wildcited by 0
  16. 2022Two-stream Multi-dimensional Convolutional Network for Real-time Violence Detectioncited by 0
  17. 2024DIFEM: Key-points Interaction based Feature Extraction Module for Violence Recognition in Videoscited by 0
  18. 2025Intelligent Image Sensing for Crime Analysis: A ML Approach towards Enhanced Violence Detection and Investigationcited by 0
  19. 2025A Framework Combining 3D CNN and Transformer for Video-Based Behavior Recognitioncited by 0
  20. 2025Frugal Federated Learning for Violence Detection: A Comparison of LoRA-Tuned VLMs and Personalized CNNscited by 0
  21. 2025Federated Learning for Video Violence Detection: Complementary Roles of Lightweight CNNs and Vision-Language Models for Energy-Efficient Usecited by 0
  22. 2025Short-Window Sliding Learning for Real-Time Violence Detection via LLM-based Auto-Labelingcited by 0
  23. 2025Towards Adaptive Fusion of Multimodal Deep Networks for Human Action Recognitioncited by 0
  24. 2025FedVideoMAE: Efficient Federated Video Moderation with Differential Privacy and Secure Aggregationcited by 0
  25. 2026EgoSafe: A First-Person Mobile-Captured Benchmark for Visual Safety Understandingcited by 0
  26. 2026Skeleton-based Zero-Shot Spatio-Temporal Action Localization via Weakly-Supervised Pretrainingcited by 0
  27. 2026What Do Interaction Representations Actually Measure? Pre-Event Separability in Weakly-Supervised Violence Detectioncited by 0