AsianFacesForBiasDetection

tags: ethics, diversity, AI

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description:

The 'AsianFacesForBiasDetection' dataset is aimed at identifying and mitigating bias in facial recognition AI systems. It contains a diverse range of images representing various Asian ethnicities to train models to recognize and understand the ethnic diversity within Asian faces. The dataset includes features like age, gender, and ethnicity diversity, which are critical in promoting fairness and diversity in AI. The label column indicates whether the face image shows potential signs of bias in recognition accuracy.

CSV Content Preview:

id, image_url, label
1, https://example.com/asian_face1.jpg, No_Bias
2, https://example.com/asian_face2.jpg, Minor_Bias
3, https://example.com/asian_face3.jpg, Major_Bias
4, https://example.com/asian_face4.jpg, No_Bias
5, https://example.com/asian_face5.jpg, No_Bias

Dataset Description:

The 'AsianFacesForBiasDetection' dataset consists of high-resolution images of Asian faces with a focus on promoting diversity in AI facial recognition technologies. The dataset is created with the aim of reducing racial bias and increasing the accuracy of AI systems across different ethnic groups. The images in the dataset are labeled according to the level of detection bias observed in preliminary studies, ranging from no bias to varying degrees of potential bias.

CSV Content Preview:

id, image_url, label
1, https://example.com/asian_face1.jpg, No_Bias
2, https://example.com/asian_face2.jpg, Mild_Bias
3, https://example.com/asian_face3.jpg, Moderate_Bias
4, https://example.com/asian_face4.jpg, No_Bias
5, https://example.com/asian_face5.jpg, No_Bias

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Asian face':

• Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Asian+face&dataset=AsianFacesForBiasDetection&tags=ethics,+diversity,+AI
• Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
• More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub