Video-Based Surveillance Systems

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出版者:Springer
作者:Remagnino, Paolo; Jones, Graeme A.; Paragios, Nikos
出品人:
页数:292
译者:
出版时间:2001-11-01
价格:USD 189.00
装帧:Hardcover
isbn号码:9780792376323
丛书系列:
图书标签:
  • 视频监控
  • 计算机视觉
  • 图像处理
  • 安全技术
  • 模式识别
  • 深度学习
  • 目标检测
  • 行为分析
  • 视频分析
  • 智能监控
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具体描述

The latest generation of visual surveillance systems have adopted recent technological developments in acquisition and communications. These advances have not so much changed the nature of surveillance as extended its reach and reliability. Fundamentally, systems remain relatively unintelligent with human operators remaining central to the threat assessment and response planning procedures found in CCTV installations. Nonetheless, the availability of high-performance computing platforms will ensure that cycle-hungry intellectual property gestating in academic and industrial research programs will have a major impact on the next generation of products. Video-Based Surveillance Systems: Computer Vision and Distributed Processing, surveys works in progress in laboratories from around the world. The first part of the book present the most recent trends in the industrial world including real-time systems for monitoring of indoor and outdoor environments, society infrastructures such as subways and motorways, retail stores and aerial surveillance. Part Two explores current best practices in a chain of algorithms required to perform robust and accurate real-time tracking for motion detection involving rapid and frequent lighting changes, the establishment of accurate temporally consistent object trajectories particularly in crowded scenes, and the classification of object types. Part Three contains contributions which attempt to analyze events unfolding in a monitored scheme. The last part reviews distributed intelligent architectures which are likely to exploit three key recent technological developments in light-weight distributed computing methodologies, and intelligent sensors. Such architectures, in which signal analysis is moving towards sensing devices, can exploit the reduced bandwidth requirements of transmitting knowledge rather than pixels. Video-Based Surveillance Systems: Computer Vision and Distributed Processing provides timely information for professionals working in the areas of surveillance, image processing, computer vision, digital signal processing and telecommunications.

“Video-Based Surveillance Systems”是一本深入探讨现代技术如何通过视频监控实现安全与管理优化的书籍。这部作品系统地介绍了视频监控在各类应用场景中的作用,从基础原理到最新发展趋势,为读者提供全面而深入的知识框架。书中详细解析了摄像设备和传感技术如何集成运作,强调了图像处理和数据分析的重要性,帮助读者理解这些技术在城市安全、商业管理以及公共设施保护中的实际应用。 内容覆盖了视频监控系统的历史演变与当前主流技术的发展,包括人工智能算法在实时视频识别中的应用,以及如何通过大数据分析提升监控效果。这部分章节还特别关注隐私保护与法律规范,探讨了全球范围内对视频数据使用的伦理和政策要求,为从业者提供实践指导。 书中不仅详细介绍了不同类型的摄像头、信号处理技术及其优缺点,还提供了关于系统设计与集成的实用指南,帮助读者了解如何搭建高效可靠的视频监控网络。此外,作者还深入分析了视频存储与传输的安全问题,建议采用加密技术和分布式存储方案,以确保数据的完整性和防篡改能力。 书籍还特别强调了系统优化的方法,包括如何通过机器学习提升异常行为识别率,以及在多摄像头协同工作时的最佳实践。此外,作者还提出了一系列案例研究,从金融机构到公共交通系统,展示了视频监控技术在具体场景中的成功应用和效果评估。 整个书籍结构清晰,内容层次分明,既适合技术从业者,也兼顾了普通读者的理解需求。它不仅介绍了视频技术本身的基本原理,还结合最新研究成果,帮助读者全面掌握该领域的核心知识。在每个章节中,都有具体实例与数据支持,使得理论联系实际尤为明显。这部作品为读者提供了一份扎实可靠的参考资料,有助于他们深入理解视频监控系统的发展脉络及其未来方向。 通过详细的探讨,读者将能够清晰地认识视频技术在不同场景中的作用,并学会如何从设计、实施到运维全面掌握相关技能。这不仅提升了技术应用能力,也为应对未来智能监控挑战打下坚实基础。无论是管理层还是专业工程师,都可以从中获取有价值的见解和实践建议,从而更好地利用这一强大工具。

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