Image analysis is an essential field for several topics in the life sciences, such as biology or botany. In particular, the analysis of seeds (e.g. fossil research) can provide significant information on their evolution, the history of agriculture, plant domestication and knowledge of diets in ancient times. This work aims to present software that performs image analysis for feature extraction and classification from images containing seeds through a novel and unique framework. In detail, we propose two plugins \emph{ImageJ}, one able to extract morphological, textual and colour features from seed images, and another to classify seeds into categories using the extracted features. The experimental results demonstrated the correctness and validity of both the extracted features and the classification predictions. The proposed tool is easily extendable to other fields of image analysis.
翻译:图像分析是生物或植物学等生命科学中若干专题的基本领域,特别是,种子分析(例如化石研究)可以提供重要信息,说明种子的演变、农业历史、植物驯化和古代饮食知识。这项工作的目的是提供软件,进行图像分析,以便通过一个新颖和独特的框架从含有种子的图像中提取和分类特征。详细来说,我们提议两个插件 \ emph{ImageJ},一个能够从种子图像中提取形态、文字和颜色特征,另一个能够利用提取的特征将种子分类为类别。实验结果显示了提取的特征和分类预测的正确性和有效性。拟议工具很容易推广到其他图像分析领域。