Computer Vision and Action Recognition - A Guide for Image Processing and Computer Vision Community for Action Understanding

Md Atiqur Rahman Ahad
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引用次数: 50

Abstract

Human action analyses and recognition are challenging problems due to large variations in human motion and appearance, camera viewpoint and environment settings. The field of action and activity representation and recognition is relatively old, yet not well-understood by the students and research community. Some important but common motion recognition problems are even now unsolved properly by the computer vision community. However, in the last decade, a number of good approaches are proposed and evaluated subsequently by many researchers. Among those methods, some methods get significant attention from many researchers in the computer vision field due to their better robustness and performance. This book will cover gap of information and materials on comprehensive outlook through various strategies from the scratch to the state-of-the-art on computer vision regarding action recognition approaches. This book will target the students and researchers who have knowledge on image processing at a basic level and would like to explore more on this area and do research. The step by step methodologies will encourage one to move forward for a comprehensive knowledge on computer vision for recognizing various human actions.
计算机视觉和动作识别-用于动作理解的图像处理和计算机视觉社区指南
由于人体运动和外观、相机视点和环境设置的巨大变化,人类行为分析和识别是具有挑战性的问题。行动和活动的表征和识别是一个比较古老的领域,但尚未被学生和研究界很好地理解。一些重要但常见的运动识别问题至今仍未得到计算机视觉界的正确解决。然而,在过去的十年中,许多研究人员提出了一些很好的方法并随后进行了评估。在这些方法中,有些方法由于具有较好的鲁棒性和性能而受到计算机视觉领域研究者的广泛关注。这本书将涵盖信息和材料的差距,全面展望通过各种策略从scratch到国家的最先进的计算机视觉关于动作识别方法。这本书将针对学生和研究人员谁对图像处理的知识在一个基本的水平,并希望探索更多在这一领域和做研究。一步一步的方法将鼓励人们向前迈进,以全面了解计算机视觉识别各种人类行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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