license:mit size_categories:n<1K format:csv modality:tabular library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# EthnoVisualDataset

tags: Racial Bias, Image Tagging, Machine Learning

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'EthnoVisualDataset' is a carefully curated collection of images labeled with tags that are used to prompt machine learning models for the identification and understanding of diverse ethnic features. The dataset aims to mitigate racial bias by providing balanced representation and a broad spectrum of ethnicity-related images. Each image is accompanied by descriptive prompts that facilitate nuanced image tagging, essential for training inclusive and fair machine learning models. The dataset is expected to be used in training and testing models for tasks such as facial recognition, ethnicity identification, and unbiased image classification.

**CSV Content Preview:**

```
id,image_url,prompt,labels
1,https://example.com/ethnic-image-1.jpg,"A smiling woman with auburn hair and green eyes.",["smiling", "auburn_hair", "green_eyes"]
2,https://example.com/ethnic-image-2.jpg,"A man with curly black hair and deep brown eyes.",["curly_hair", "deep_brown_eyes"]
3,https://example.com/ethnic-image-3.jpg,"A family portrait with mixed ethnic backgrounds.",["family", "mixed_ethnicity"]
4,https://example.com/ethnic-image-4.jpg,"A group of children playing in a park.",["children", "playing"]
5,https://example.com/ethnic-image-5.jpg,"An elderly man with white hair and a beard, wearing traditional attire.",["elderly", "white_hair", "traditional_attire"]
```

Each entry in the dataset contains a unique ID, the URL to the image, a descriptive prompt that encapsulates the ethnic characteristics or scene depicted, and a set of labels that identify specific attributes and situations relevant to ethnic visual data. This structured approach allows for easy categorization and retrieval of images for various ML tasks related to ethnicity recognition and 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 'ethnic image prompts':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=ethnic+image+prompts&dataset=EthnoVisualDataset&tags=Racial+Bias,+Image+Tagging,+Machine+Learning
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
