在视频中基于深度学习检测暴力的文献评论
Pablo Negre1, Ricardo S Alonso2,3, Alfonso González-Briones1
1BISITE Research Group, Universidad de Salamanca, Patio de Escuelas, 37008 Salamanca, Spain.
Sensors (Basel, Switzerland)
|June 27, 2024
概括
人工智能 (AI) 视频分析为实时检测身体攻击提供了有效的解决方案. 本综述详细介绍了基于人工智能的暴力检测方法,数据集和改善公共安全的挑战.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 安全系统安全系统
背景情况:
- 身体攻击是一个普遍的社会问题,具有深远的后果.
- 现有的研究涉及暴力原因或高犯罪区的城市规划.
- 使用人工智能的实时暴力检测提供了一种主动的方法来减轻伤害.
研究的目的:
- 对人工智能驱动的视频暴力检测系统进行全面和最新的审查.
- 专注于在视频数据中检测身体攻击.
- 更新关于这个主题的现有系统地图研究.
主要方法:
- 系统地绘制研究的延续.
- 对基于人工智能的暴力检测所选的研究论文进行审查和分类.
- 分析挑战,数据集,关键提取,算法输入和准确性结果.
主要成果:
- 在基于人工智能的暴力检测中确定了21个尚未解决的挑战.
- 编目了28个最近创建的数据集,用于暴力检测研究.
- 审查了21种关键框架提取方法,16种算法输入类型,以及各种算法组合与准确度指标.
结论:
- 对基于视频的暴力检测进行更新的审查存在重大需求.
- 这项研究提供了一个有价值的,分类概述AI在物理攻击检测当前状态.
- 这项研究与推进公共安全和安全领域的人工智能应用相关.
相关概念视频
Aggression
Humans engage in aggression when they seek to cause harm or pain to another person. Aggression takes two forms depending on one’s motives: hostile or instrumental. Hostile aggression is motivated by feelings of anger with intent to cause pain; a fight in a bar with a stranger is an example of hostile aggression. In contrast, instrumental aggression is motivated by achieving a goal and does not necessarily involve intent to cause pain (Berkowitz, 1993); a contract killer who murders for hire...
Bullying
A modern form of aggression is bullying. As you learn in your study of child development, socializing and playing with other children is beneficial for children’s psychological development. However, as you may have experienced as a child, not all play behavior has positive outcomes. Some children are aggressive and want to play roughly. Other children are selfish and do not want to share toys. One form of negative social interactions among children that has become a national concern is bullying.
Force Classification
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...


