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yolac/BacterialMorphologyClassification

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Hugging Face2024-12-09 更新2024-12-14 收录
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https://hf-mirror.com/datasets/yolac/BacterialMorphologyClassification
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资源简介:
该数据集包含细菌图像,分为三种形态类别:球菌(cocci)、杆菌(bacilli)和螺旋菌(spirilla)。数据集旨在支持微生物学和机器学习领域的研究,特别是细菌形态分类任务。数据集分为训练集、验证集和测试集,图像经过预处理以确保兼容性。数据集的使用范围限定于细菌形态分类,不适合用于推断特定细菌种类或其他无关属性。数据集可能存在偏差,建议用户在其他数据集上测试模型以确保泛化能力。

This dataset contains images of bacteria categorized into three morphological classes: cocci, bacilli, and spirilla. It is designed for training, validating, and testing machine learning models for bacterial morphology classification. The dataset was created to support research in microbiology and machine learning, focusing on bacterial morphology classification. The images in the dataset are sourced from microbiological research or publicly available datasets and have been preprocessed to ensure compatibility and resolve encoding issues. The dataset labels were annotated by graduate students based on the morphological class of the images. The limitations of the dataset include being limited to three morphological classes and may not generalize well to other bacterial shapes or conditions.
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yolac
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