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Development of an Automated Pain Facial Expression Detection System for Sheep (Ovis Aries)

机译:绵羊(Ovis Aries)自动疼痛面部表情检测系统的开发

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摘要

Simple SummaryDetecting signs of pain in sheep is a challenging problem, as they are a prey species and would usually try to hide any signs that they are unwell or injured. This means that treating ill or injured sheep and preventing any further spread of contagious diseases such as footrot can be slow. The recent development and publication of a Sheep Pain Facial Expression Scale (SPFES) has provided a tool to reliably detect pain in this species. However, due to the increase in intensification in farming and larger flock sizes being cared for by individual farmers, there is less time to spend monitoring sheep for changes in behaviour that may indicate illness or injury. Having an automated system that could detect changes in the facial expression of individual sheep would mean that farmers could receive information directly about particular individuals that need assessment. This would allow treatment to be provided in a timely and direct manner, reducing suffering. We have been developing the SPFES further in order for it to become an automated system. In this paper, we present our novel framework that integrates SPFES concepts with automatic facial expression analysis technologies.
机译:简单概述检测绵羊的疼痛迹象是一个具有挑战性的问题,因为它们是猎物,通常会试图隐藏任何不适或受伤的迹象。这意味着,对生病或受伤的绵羊进行治疗并防止传染性疾病(如脚腐病)的进一步传播可能会很慢。绵羊疼痛面部表情量表(SPFES)的最新开发和发布提供了一种可靠地检测该物种疼痛的工具。但是,由于农业集约化程度的提高和个体农民照顾的鸡群较大,因此没有更多的时间来监视绵羊的行为变化,从而表明疾病或受伤。拥有能够检测出绵羊个体面部表情变化的自动化系统,意味着农民可以直接获得有关需要评估的特定个体的信息。这样可以及时,直接地提供治疗,减少痛苦。我们一直在进一步开发SPFES,以使其成为自动化系统。在本文中,我们介绍了将SPFES概念与自动面部表情分析技术集成在一起的新颖框架。

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