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A Survey of Automatic Facial Micro-Expression Analysis: Databases, Methods, and Challenges

机译:自动面部微表达分析调查:数据库,方法和挑战

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摘要

Over the last few years, automatic facial micro-expression analysis has garnered increasing attention from experts across different disciplines because of its potential applications in various fields such as clinical diagnosis, forensic investigation and security systems. Advances in computer algorithms and video acquisition technology have rendered machine analysis of facial micro-expressions possible today, in contrast to decades ago when it was primarily the domain of psychiatrists where analysis was largely manual. Indeed, although the study of facial micro-expressions is a well-established field in psychology, it is still relatively new from the computational perspective with many interesting problems. In this survey, we present a comprehensive review of state-of-the-art databases and methods for micro-expressions spotting and recognition. Individual stages involved in the automation of these tasks are also described and reviewed at length. In addition, we also deliberate on the challenges and future directions in this growing field of automatic facial micro-expression analysis.
机译:在过去的几年里,由于其临床诊断,法医调查和安全系统等各种领域的潜在应用,自动面部微观表达分析已经越来越多地从不同学科的专家越来越高。计算机算法和视频采集技术的进步使得当今可能的对面部微观表达的机器分析,与几十年前,当它主要是分析在很大程度上是手动的精神科医生领域。实际上,尽管面部微观表达的研究是心理学的既定领域,但从计算角度仍然具有许多有趣的问题。在本次调查中,我们对微观方式和识别进行了全面审查了最先进的数据库和方法。还描述了这些任务的自动化中涉及的个别阶段,并以长度进行审查。此外,我们还考虑了这种生长的自动面部微表达分析领域的挑战和未来方向。

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