Search Results for author: Dora Zhao

Found 8 papers, 4 papers with code

Position: Measure Dataset Diversity, Don't Just Claim It

no code implementations11 Jul 2024 Dora Zhao, Jerone T. A. Andrews, Orestis Papakyriakopoulos, Alice Xiang

Machine learning (ML) datasets, often perceived as neutral, inherently encapsulate abstract and disputed social constructs.

Diversity Position

A Taxonomy of Challenges to Curating Fair Datasets

no code implementations10 Jun 2024 Dora Zhao, Morgan Klaus Scheuerman, Pooja Chitre, Jerone T. A. Andrews, Georgia Panagiotidou, Shawn Walker, Kathleen H. Pine, Alice Xiang

Despite extensive efforts to create fairer machine learning (ML) datasets, there remains a limited understanding of the practical aspects of dataset curation.

Fairness

Ethical Considerations for Responsible Data Curation

1 code implementation NeurIPS 2023 Jerone T. A. Andrews, Dora Zhao, William Thong, Apostolos Modas, Orestis Papakyriakopoulos, Alice Xiang

Human-centric computer vision (HCCV) data curation practices often neglect privacy and bias concerns, leading to dataset retractions and unfair models.

Diversity Fairness

Men Also Do Laundry: Multi-Attribute Bias Amplification

1 code implementation21 Oct 2022 Dora Zhao, Jerone T. A. Andrews, Alice Xiang

We show models can learn to exploit correlations with respect to multiple attributes (e. g., {$\texttt{computer}$, $\texttt{keyboard}$}), which are not accounted for by current metrics.

Attribute

Gender Artifacts in Visual Datasets

no code implementations ICCV 2023 Nicole Meister, Dora Zhao, Angelina Wang, Vikram V. Ramaswamy, Ruth Fong, Olga Russakovsky

Gender biases are known to exist within large-scale visual datasets and can be reflected or even amplified in downstream models.

Understanding and Evaluating Racial Biases in Image Captioning

1 code implementation ICCV 2021 Dora Zhao, Angelina Wang, Olga Russakovsky

Image captioning is an important task for benchmarking visual reasoning and for enabling accessibility for people with vision impairments.

Benchmarking Image Captioning +1

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