An overview of violence detection techniques: current challenges and future directions
Abstract The Big Video Data generated in today's smart cities has raised concerns from its
purposeful usage perspective, where surveillance cameras, among many others are the …
purposeful usage perspective, where surveillance cameras, among many others are the …
Perceiving local relative motion and global correlations for weakly supervised group activity recognition
This paper presents a weakly supervised approach for group activity recognition by
exploiting the local relative motion and global correlations among entities. Most existing …
exploiting the local relative motion and global correlations among entities. Most existing …
Literature Review of Deep-Learning-Based Detection of Violence in Video
P Negre, RS Alonso, A González-Briones, J Prieto… - Sensors, 2024 - mdpi.com
Physical aggression is a serious and widespread problem in society, affecting people
worldwide. It impacts nearly every aspect of life. While some studies explore the root causes …
worldwide. It impacts nearly every aspect of life. While some studies explore the root causes …
Cross-stream contrastive learning for self-supervised skeleton-based action recognition
Self-supervised skeleton-based action recognition enjoys a rapid growth along with the
development of contrastive learning. The existing methods rely on imposing invariance to …
development of contrastive learning. The existing methods rely on imposing invariance to …
Detection of violent behavior using neural networks and pose estimation
KB Kwan-Loo, JC Ortíz-Bayliss… - IEEE …, 2022 - ieeexplore.ieee.org
Regarding safety and security, felonies and crimes with physical violence remain a
significant problem worldwide. Some solutions for pedestrian safety are guards, police car …
significant problem worldwide. Some solutions for pedestrian safety are guards, police car …
Towards evaluating robustness of violence detection in videos using cross-domain transferability
Recent studies have demonstrated the applicability of classification models based on deep
learning for detecting human action. For this reason, automatic violence detection from …
learning for detecting human action. For this reason, automatic violence detection from …
A framework for detecting fighting behavior based on key points of human skeletal posture
P Zhang, X Zhao, L Dong, W Lei, W Zhang… - Computer Vision and …, 2024 - Elsevier
Detecting fights from videos and images in public surveillance places is an important task to
limit violent criminal behavior. Real-time detection of violent behavior can effectively ensure …
limit violent criminal behavior. Real-time detection of violent behavior can effectively ensure …
Multi-Person Pose Estimation Using Group-Based Convolutional Neural Network Model
Human pose estimation has drawn extensive attention recently and there has been
significant progress on it due to the rising popularity of convolutional neural networks (CNN) …
significant progress on it due to the rising popularity of convolutional neural networks (CNN) …
Towards cumulative race time regression in sports: I3D ConvNet transfer learning in ultra-distance running events
Predicting an athlete's performance based on short footage is highly challenging.
Performance prediction requires high domain knowledge and enough evidence to infer an …
Performance prediction requires high domain knowledge and enough evidence to infer an …
Deep multi-scale features fusion for effective violence detection and control charts visualization
The study of automated video surveillance systems study using computer vision techniques
is a hot research topic and has been deployed in many real-world CCTV environments. The …
is a hot research topic and has been deployed in many real-world CCTV environments. The …