[Access Lunch] [Accessibility Lunch] - 3/17 GHC 6115 @ 12 PM
Peya Mowar
pmowar at andrew.cmu.edu
Fri Mar 14 18:49:51 EDT 2025
Hi everyone, This Monday, we have Prof. Elisa Kreiss from UCLA joining us
in-person for accessibility lunch. Please find the talk details below:
Title: How communicative principles (should) shape AI for non-visual
accessibility Abstract: Images have become an omnipresent communicative
tool that we use in all aspects of life. However, the undeniable benefits
they carry for sighted communicators turns into a serious accessibility
challenge for people who are blind or have low vision (BLV). BLV users
often have to rely on textual descriptions of those images to equally
participate in an ever-increasing image-dominated (online) lifestyle.
Despite the extraordinary performance of current large-scale AI models on
many image-to-text tasks, these models repeatedly fail to live up to their
promised benchmark performance once they’re put into real-world setups. In
this talk, I will present my work which shows that incorporating
fundamental cognitive and linguistic principles is crucial for making
Vision-Language models useful for image accessibility. I argue that the
next frontier is moving from what can be truthfully said about an image to
the pragmatic problem of what should be said about it given the context and
the user’s goals. Based on cognitive experiments with highly sighted and
BLV participants, I will present evidence in support of this hypothesis and
demonstrate that the communicative goal of the image and text needs to
become a fundamental component for datasets and evaluation protocols to
build image description systems that can generalize to real-world
scenarios. I will conclude by showing that situating current
state-of-the-art AI models in communicative contexts improves model
alignment with people’s accessibility needs. Taken together, this work
provides fundamental insights into how people communicate about the visual
world, and shows how we can use those insights to advance AI models for
accessibility. Bio: Elisa Kreiss is an Assistant Professor of Communication
at UCLA and the lab director of the Coalas (Computation and Language for
Society) Lab. Previously, she completed a PhD in Linguistics at Stanford,
where she was a member of Stanford’s NLP group and the Stanford Data
Science Center for Open and REproducible Science (CORES). More details:
https://www.coalas-lab.co We will meet in GHC 6115 for this fascinating
talk! Thanks and regards, Peya
Accessibility Lunch Seminar
Monday Mar 17, 2025 ⋅ 12pm – 1pm
Eastern Time - New York
Location
GHC 6115, Gates and Hillman Centers, 3, Gates Hillman Complex, 4902 Forbes
Ave, Pittsburgh, PA 15213, USA
https://www.google.com/maps/search/GHC+6115,+Gates+and+Hillman+Centers,+3,+Gates+Hillman+Complex,+4902+Forbes+Ave,+Pittsburgh,+PA+15213,+USA?hl=en
Attachments
Accessibility Lunch Schedule 2024
https://drive.google.com/open?id=1k1Pmh9jo-N7S73Fi10y-5tEynvhw3xLbPf-NMAjTSxU
CMU Accessibility Lunch Seminar SeriesAbout: This seminar series explores
the evolution and future directions of accessibility research and practice.
Each week, we discuss diverse facets of accessible and assistive
technologies, featuring speakers from academia, industry, and beyond. The
seminar is organised by the Accessibility Research Group at Carnegie Mellon
University.Peya Mowar is inviting you to a scheduled Zoom meeting.Join Zoom
Meetinghttps://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1Meeting
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Guests
Peya Mowar - creator
accessibility-lunch at lists.andrew.cmu.edu
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