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