285 citations · 397 across the 10 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.CL2022
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
Zixian Ma, Jerry Hong, Mustafa Omer Gul +3
A fundamental characteristic common to both human vision and natural language is their compositional nature. Yet, despite the performance gains contributed by large vision and lang…
cs.CV2022★ 3 cited
Adaptive Testing of Computer Vision Models
Irena Gao, Gabriel Ilharco, Scott Lundberg +1
Vision models often fail systematically on groups of data that share common semantic characteristics (e.g., rare objects or unusual scenes), but identifying these failure modes is…