【羊都被你看穿了!面部识别软件能感受羊的痛苦】

【羊都被你看穿了!面部识别软件能感受羊的痛苦】动物不能告诉我们疼痛的感觉,所以兽医和铲屎官不得不找线索治疗动物不适。近日剑桥大学的研究人员使用面部识别软件感知羊的痛苦。根据人脸识别技术,推出绵羊面部表情量表,能对9种不同的羊面分类,以67%的精度估计其疼痛程度。未来兽医诊断是不是容易多了呢~

Facial recognition software can sense when a sheep is in pain

Researchers think this technique could extend to more animals in the future.
Swapna Krishna, @skrishna

06.02.17 in Medicine
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BananaStock

Animals can't tell us when they're in pain, so owners and veterinarians have to rely on other cues to help treat animals in discomfort. But determining that amount of pain might have just gotten easier: Researchers at the University of Cambridge used facial recognition software to figure out the amount of pain a sheep is in simply by looking at it.

When a sheep is hurting, it makes certain predictable facial expressions. It's so reliable, in fact, that scientists recently introduced the Sheep Pain Facial Expression Scale (SPFES) to easily determine the amount of pain a sheep feels. However, training humans to read these facial expressions and tics is time consuming; that's where the computer comes in.

Scientists programmed a computer to recognize sheep facial expressions, based on techniques for human face recognition. "Our multi-level approach starts with detection of sheep faces, localisation of facial landmarks, normalisation and then extraction of facial features," says the study. Each of these items is associated with a different level of sheep pain, according to SPFES.

The computer system was able to classify 9 different sheep faces and consequently estimate their pain levels. The overall accuracy was 67 percent, which was calculated by dividing the number of detections the computer got right (double checked by a human) by the total sample size.

It's not a breathtaking result, but it certainly is an encouraging one. The team believes they can increase accuracy with more data, and that this technique could be extended to apply to other animals such as mice, rabbits and horses. It's a preliminary result, to be sure, but eventually this could make it much easier for veterinarians to diagnose and treat animals.

https://www.engadget.com/2017/06/02/facial-recognition-software-sheep-pain/


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