
We introduce practical guidance to design Visual Language models, dubbed VILA. Without bells and whis-tles, VILA outperforms the state-of-the-art model [38] by noticeable margins across a …
Use the VILA pipeline to construct the VILA bank, a bank of 1,103 multiple-choice visualization items covering 9 contexts (underlying topics of data), 12 chart types, and 13 visualization tasks …
We introduce practical guidance to design Visual Language models, dubbed VILA. Without bells and whis-tles, VILA outperforms the state-of-the-art model [36] by noticeable margins across a …
In this paper, we explore how to improve the accuracy and efficiency of structured con-tent extraction from scientific documents by using VIsual LAyout (VILA) groups.
VILA: The building in the image has a cracked wall and a damaged roof, which indicates that it requires repair and maintenance services. The cracked wall may require repairs to ensure …
VILA is particularly applicable for medical AI, where accurate association between visual data and textual information is critical for clinical decision-making. We further enhance it by including …
Our ViLA model tackles the following challenges in large-scale Video-Language learning: how to sample question related frames and how to eficiently transfer video information for pre-trained …