VLMs detect primitive motion in UI animations reliably but show inconsistent high-level interpretation of purposes and meanings, with large gaps relative to human performance.
Advances in Neural Information Processing Systems, 37:52040–52094
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.HC 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Beyond Screenshots: Evaluating VLMs' Understanding of UI Animations
VLMs detect primitive motion in UI animations reliably but show inconsistent high-level interpretation of purposes and meanings, with large gaps relative to human performance.