infinite-dataset-hub/OvarianUltrasoundFeatureExtraction

--- license: mit tags: - infinite-dataset-hub - synthetic --- # OvarianUltrasoundFeatureExtraction tags: Regression, Feature Learning, Gynecological Imaging _Note: This is an AI-generated dataset so its content may be inaccurate or false_ **Dataset Description:** The 'OvarianUltrasoundFeatureExtraction' dataset comprises high-resolution ultrasound images of the ovaries from various gynecological imaging sources. Each image is annotated with key features and corresponding labels, such as follicular cysts, corpus luteum, and endometriomas. This dataset serves as a basis for regression and feature learning models aimed at assisting radiologists and machine learning practitioners in the diagnosis and treatment planning for ovarian pathologies. The annotations are performed by expert radiologists and are used for supervised learning tasks in gynecological healthcare. **CSV Content Preview:** ``` ImageID,ImageURL,Labels,Feature1,Feature2,Feature3 Ultrasound001,http://example.com/images/ultrasound001.jpg,["FollicularCyst"],3.2,14.8,0.5 Ultrasound002,http://example.com/images/ultrasound002.jpg,["CorpusLuteum"],5.1,12.3,0.2 Ultrasound003,http://example.com/images/ultrasound003.jpg,["Endometrioma"],4.6,13.5,0.8 Ultrasound004,http://example.com/images/ultrasound004.jpg,["Normal"],2.9,10.0,0.1 Ultrasound005,http://example.com/images/ultrasound005.jpg,["PolycysticOvary"],6.2,15.2,0.3 ``` In this dataset, the 'ImageURL' column links to the ultrasound images, the 'Labels' column contains the list of identified features, and the 'Feature1', 'Feature2', and 'Feature3' columns represent extracted features from the images that could be used for machine learning tasks. The feature values are indicative of certain characteristics of the ultrasound images, such as the size and number of cysts, which are important for classification and regression tasks in ovarian ultrasound analysis. **Source of the data:** The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'ultrasound': - **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=ultrasound&dataset=OvarianUltrasoundFeatureExtraction&tags=Regression,+Feature+Learning,+Gynecological+Imaging - **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub许可证：MIT许可证（MIT License） 标签： - 无限数据集中心（Infinite Dataset Hub） - 合成数据集（synthetic） # 卵巢超声特征提取数据集（OvarianUltrasoundFeatureExtraction） 标签：回归（Regression）、特征学习（Feature Learning）、妇科影像（Gynecological Imaging） **注意：本数据集由人工智能生成，其内容可能存在不准确或虚假信息** **数据集说明：** 卵巢超声特征提取数据集（OvarianUltrasoundFeatureExtraction）包含来自多类妇科影像来源的高分辨率卵巢超声图像。每张图像均附带关键特征与对应标注标签，涵盖卵泡囊肿、黄体、子宫内膜异位瘤等类别。本数据集可作为回归与特征学习模型的研发基础，用于辅助放射科医师及机器学习从业者开展卵巢病理的诊断与治疗规划工作。本次标注由专业放射科医师完成，适用于妇科医疗领域的监督学习任务。 **CSV内容预览：** ImageID,ImageURL,Labels,Feature1,Feature2,Feature3 Ultrasound001,http://example.com/images/ultrasound001.jpg,["FollicularCyst"],3.2,14.8,0.5 Ultrasound002,http://example.com/images/ultrasound002.jpg,["CorpusLuteum"],5.1,12.3,0.2 Ultrasound003,http://example.com/images/ultrasound003.jpg,["Endometrioma"],4.6,13.5,0.8 Ultrasound004,http://example.com/images/ultrasound004.jpg,["Normal"],2.9,10.0,0.1 Ultrasound005,http://example.com/images/ultrasound005.jpg,["PolycysticOvary"],6.2,15.2,0.3 在此数据集中，"图像URL（ImageURL）"列存储了超声图像的访问链接，"标签（Labels）"列包含已识别的特征列表，而"特征1（Feature1）""特征2（Feature2）"与"特征3（Feature3）"列则代表从图像中提取的、可直接用于机器学习任务的特征参数。这些特征值可反映超声图像的核心属性，例如囊肿的尺寸与数量，对卵巢超声分析中的分类与回归任务具有关键参考价值。 **数据集来源：** 本数据集通过[无限数据集中心（Infinite Dataset Hub）](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub)与microsoft/Phi-3-mini-4k-instruct模型，以查询词"ultrasound"生成： - **数据集生成页面**：https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=ultrasound&dataset=OvarianUltrasoundFeatureExtraction&tags=Regression,+Feature+Learning,+Gynecological+Imaging - **模型**：https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **更多数据集**：https://huggingface.co/datasets?other=infinite-dataset-hub