山羊和绵羊脸部检测数据集  

A dataset of goat and sheep facial images

作　　者：黄小平 豆子豪 黄飞 郑寰宇 侯现坤 王晨洋 冯涛 饶元[2] HUANG Xiaoping;DOU Zihao;HUANG Fei;ZHENG Huanyu;HOU Xiankun;WANG Chenyang;FENG Tao;RAO Yuan(National Engineering Research Center for Agro-Ecological Big Data Analysis&Application,School of Internet,Anhui University,Hefei 230039,P.R.China;Key Laboratory of Agricultural Sensors,Ministry of Agriculture and Rural Affairs,College of Information and Computer Science,Anhui Agricultural University,Hefei 230036,P.R.China)

机构地区：[1]安徽大学,互联网学院,农业生态大数据分析与应用技术国家地方联合工程研究中心,合肥230039 [2]安徽农业大学,信息与人工智能学院,农业农村部农业传感器重点实验室,合肥230036

出　　处：《中国科学数据(中英文网络版)》2025年第1期36-44,共9页China Scientific Data

基　　金：安徽省科技厅自然科学基金项目(2308085MC103);安徽省教育厅自然科学重点项目(KJ2021A0024);安徽省高等学校自然科学基金(2023AH050082)。

摘　　要：为实现羊的脸部检测、头部行为识别和分类,构建了山羊和绵羊脸部数据集。本研究拍摄了自然状态下的纯色山羊和自然环境中的绵羊的羊脸图像。本数据集包括了不同角度、不同数量、不同场景(舍内、舍外)以及不同遮挡等的山羊与绵羊脸部分的图像。为了保证数据集的质量,通过人工的处理和筛选,得到了2412幅高质量、高分辨率的羊脸图像数据集,并对这2412幅图像进行了手工标注。为了测试本数据集的质量与真实性,将数据集按照训练集和测试集为8︰2的比例划分,用于评估山羊和绵羊脸部检测模型的性能,测试了Faster R-CNN,SSD,Yolov3和Yolov5四个模型。经过实验验证,本数据集在羊脸检测模型上表现出良好的效果,为羊脸检测领域的研究和应用提供了有价值的资源。此外,将持续完善和更新本数据集,以满足不断增长的研究需求和应用场景。To achieve goat face detection,head behavior recognition,and classification,this study developed a dataset of goat and sheep facial images.The dataset was created by capturing images of solid-colored goats in natural settings and sheep in their natural environments.It includes goat and sheep facial images taken from various angles,in different quantities,in a range of scenes(both indoors and outdoors),and with varying levels of occlusions.To ensure the quality of the dataset,2,412 high-quality,high-resolution goat and sheep facial images were obtained through manual processing and selection.These images were then manually labeled for annotation.To assess the quality and authenticity of this dataset,it was divided into training and testing sets at an 8:2 ratio.This division was used to evaluate the performance of goat and sheep face detection models,including Faster R-CNN,SSD,Yolov3,and Yolov5.Experimental results confirmed the effectiveness of the dataset in goat and sheep face detection models,providing valuable resources for research and applications in this field.In addition,the dataset will be continuously refined and updated to meet the growing demands of research and application scenarios.

关 键 词：羊脸检测 畜牧养殖 山羊 绵羊 

分 类 号：TP391.41[自动化与计算机技术—计算机应用技术] S826[自动化与计算机技术—计算机科学与技术] S827[农业科学—畜牧学]