AI's Regimes of Representation: A Community-centered Study of Text-to-Image Models in South Asia

05/19/2023
by   Rida Qadri, et al.
0

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.

READ FULL TEXT

page 6

page 15

page 16

research
11/12/2021

Enabling human-centered AI: A new junction and shared journey

AI has unique characteristics compared to non-AI systems. The AI/CS comm...
research
05/31/2023

From Human-Centered to Social-Centered Artificial Intelligence: Assessing ChatGPT's Impact through Disruptive Events

Large language models (LLMs) and dialogue agents have existed for years,...
research
07/28/2023

From OECD to India: Exploring cross-cultural differences in perceived trust, responsibility and reliance of AI and human experts

AI is getting more involved in tasks formerly exclusively assigned to hu...
research
06/01/2023

Why They're Worried: Examining Experts' Motivations for Signing the 'Pause Letter'

This paper presents perspectives on the state of AI, as held by a sample...
research
04/03/2023

Adapt a Generic Human-Centered AI Design Framework in Children's Context

Through systematically analyzing the literature on designing AI-based te...
research
09/15/2022

Responsible AI Implementation: A Human-centered Framework for Accelerating the Innovation Process

There is still a significant gap between expectations and the successful...
research
08/23/2021

The ICT-Buen Vivir Paradox: Using Digital Tools to Defend Indigenous Cultures

Arguably shaped by political economy perspectives from the Global North,...

Please sign up or login with your details

Forgot password? Click here to reset