Software Engineering Meets Vision-Language Understanding With ScreenAI
ScreenAI model understands UIs & infographics with 5B params, outperforming larger models on tasks like Multi-page DocVQA & WebSRC, thanks to novel screen annotation task & flexible patching strategy.
This is a Plain English Papers summary of a research paper called ScreenAI: A Vision-Language Model for UI and Infographics Understanding. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview The paper introduces ScreenAI, a vision-language model that specializes in understanding user interfaces (UIs) and infographics. ScreenAI builds upon the PaLI architecture and incorporates the flexible patching strategy of pix2struct. The model is trained on a unique mixture of datasets, including a novel screen annotation tas...