Multimodal Bias: Assessing Gender Bias in Computer Vision Models with NLP Techniques

Author:

Mandal Abhishek1ORCID,Little Suzanne1ORCID,Leavy Susan2ORCID

Affiliation:

1. School of Computing, Dublin City University, Ireland

2. School of Information and Communication Studies, University College Dublin, Ireland

Funder

Science Foundation Ireland

Publisher

ACM

Reference19 articles.

1. Abeba Birhane , Vinay Uday Prabhu , and Emmanuel Kahembwe . 2021. Multimodal datasets: misogyny, pornography, and malignant stereotypes. arXiv preprint arXiv:2110.01963 ( 2021 ). Abeba Birhane, Vinay Uday Prabhu, and Emmanuel Kahembwe. 2021. Multimodal datasets: misogyny, pornography, and malignant stereotypes. arXiv preprint arXiv:2110.01963 (2021).

2. Joy Buolamwini and Timnit Gebru . 2018 . Gender shades: Intersectional accuracy disparities in commercial gender classification . In Conference on fairness, accountability and transparency. PMLR, 77–91 . Joy Buolamwini and Timnit Gebru. 2018. Gender shades: Intersectional accuracy disparities in commercial gender classification. In Conference on fairness, accountability and transparency. PMLR, 77–91.

3. Aylin Caliskan , Joanna  J Bryson , and Arvind Narayanan . 2017. Semantics derived automatically from language corpora contain human-like biases. Science 356, 6334 ( 2017 ), 183–186. Aylin Caliskan, Joanna J Bryson, and Arvind Narayanan. 2017. Semantics derived automatically from language corpora contain human-like biases. Science 356, 6334 (2017), 183–186.

4. Implicit Diversity in Image Summarization

5. Megan Rose Dickey. 2020. Twitter and Zoom’s algorithmic bias issues — techcrunch.com. https://techcrunch.com/2020/09/21/twitter-and-zoom-algorithmic-bias-issues/. [Accessed 04-Dec-2022]. Megan Rose Dickey. 2020. Twitter and Zoom’s algorithmic bias issues — techcrunch.com. https://techcrunch.com/2020/09/21/twitter-and-zoom-algorithmic-bias-issues/. [Accessed 04-Dec-2022].

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1. Exploring CLIP for Real World, Text-based Image Retrieval;2023 IEEE Applied Imagery Pattern Recognition Workshop (AIPR);2023-09-27

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