Image analysis is an essential field for several topics of life sciences, such as biology or botany. In particular, seeds analysis (e.g., fossil research) can provide significant information about their evolution, the history of agriculture, the domestication of plants, and the knowledge of diets in ancient times. This work aims to present a software that performs an image analysis by feature extraction and classification starting from images containing seeds through a brand new and unique framework. In detail, we propose two \emph{ImageJ} plugins, one capable of extracting morphological, textural, and colour characteristics from images of seeds, and another one to classify the seeds into categories by using the extracted features. The experimental results demonstrated the correctness and validity both of the extracted features and the classification predictions. The proposed tool is easily extendable to other fields of image analysis.
翻译:图像分析是生物学或植物学等生命科学若干专题的基本领域,特别是种子分析(如化石研究)可以提供关于其演变、农业历史、植物本土化和古代饮食知识的重要信息。这项工作的目的是提供一种软件,从通过品牌新颖和独特的框架从含有种子的图像开始,通过地貌提取和分类进行图像分析。详细来说,我们建议两个插件,一个能够从种子图像中提取形态、质谱和颜色特征,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。