AI's Regimes of Representation: A Community-centered Study of Text-to-Image Models in South Asia
Qadri, Rida, Shelby, Renee, Bennett, Cynthia L., Denton, Emily
–arXiv.org Artificial Intelligence
This paper presents a community-centered study of cultural limitations of text-to-image (T2I) models in the South Asian context. We theorize these failures using scholarship on dominant media regimes of representations and locate them within participants' reporting of their existing social marginalizations. We thus show how generative AI can reproduce an outsiders gaze for viewing South Asian cultures, shaped by global and regional power inequities. By centering communities as experts and soliciting their perspectives on T2I limitations, our study adds rich nuance into existing evaluative frameworks and deepens our understanding of the culturally-specific ways AI technologies can fail in non-Western and Global South settings. We distill lessons for responsible development of T2I models, recommending concrete pathways forward that can allow for recognition of structural inequalities.
arXiv.org Artificial Intelligence
May-19-2023
- Country:
- Africa > Middle East (0.04)
- North America
- Cuba (0.04)
- United States
- Pennsylvania (0.04)
- Minnesota (0.04)
- Indiana (0.04)
- Virginia > Arlington County
- Arlington (0.04)
- New York > New York County
- New York City (0.15)
- Louisiana > Orleans Parish
- New Orleans (0.04)
- Illinois > Cook County
- Chicago (0.05)
- California
- San Francisco County > San Francisco (0.14)
- Ventura County > Thousand Oaks (0.04)
- Canada
- Ontario > Toronto (0.14)
- Manitoba > Northern Region
- Thompson (0.04)
- Europe
- Middle East (0.04)
- Western Europe (0.04)
- United Kingdom > England
- Cambridgeshire > Cambridge (0.04)
- Spain > Catalonia
- Barcelona Province > Barcelona (0.04)
- Asia
- Middle East (0.04)
- Thailand (0.04)
- Southeast Asia (0.04)
- South Korea > Seoul
- Seoul (0.04)
- Pakistan
- Islamabad Capital Territory > Islamabad (0.04)
- Balochistan (0.04)
- Sindh > Karachi Division
- Karachi (0.04)
- Punjab > Lahore Division
- Lahore (0.04)
- India > Maharashtra
- Mumbai (0.04)
- Bangladesh > Dhaka Division
- Dhaka District > Dhaka (0.04)
- Genre:
- Research Report > Experimental Study (0.46)
- Industry:
- Leisure & Entertainment (1.00)
- Health & Medicine (1.00)
- Media > Film (0.67)
- Education (0.66)
- Technology: