Cows Frontal Face Dataset
收藏资源简介：
The dataset is one of the biggest dataset of cows having 459 classes in total. It can be utilized for various purposes related to cow identification. Our work and dataset is limited to Muzzle Detection. The recognition part will be exploring in future using the noise removal and deep learning techniques in the next versions utilizing the same dataset. A limited number of data sets are accessible for analyzing cow muzzle, with only two publicly available datasets from Australia and United States. Additionally, there is no existing method for identifying cows using AI and computer vision, which means that there are no real-time photos available for training a model. The majority of the dataset used in our research has been collected by our team. We have collected the world’s largest dataset in number of subjects in Pakistan.
本数据集是目前规模领先的奶牛相关数据集之一，总计包含459个类别，可应用于各类奶牛身份识别相关任务。本研究的工作范畴与数据集均聚焦于奶牛鼻纹检测（Muzzle Detection），后续迭代版本将依托本数据集，结合噪声去除与深度学习技术，对奶牛身份识别任务展开进一步探索。当前可供奶牛鼻纹分析使用的公开数据集极为稀缺，仅存有来自澳大利亚与美国的两套公开数据集。此外，目前尚无基于人工智能（AI）与计算机视觉的奶牛身份识别方法，这意味着当前缺乏可用于模型训练的实时采集奶牛照片数据集。本研究使用的绝大部分数据集均由我们团队自主采集，其中我们在巴基斯坦采集的该数据集样本量为全球之最。
