Google claims its text-to-image AI delivers 'unprecedented photorealism'
) generated headlines as well as images because of how adeptly it can turn text into visuals. Google's version, however, tries to create more realistic images.. That's a list of 200 text prompts that were entered into each model. Human raters were asked to assess each image. They"prefer Imagen over other models in side-by-side comparisons, both in terms of sample quality and image-text alignment," Google said.are curated.
Like DALL-E, Imagen is not available to the public. Google doesn't think it's suitable as yet for use by the general population for a number of reasons. For one thing, text-to-image models are typically trained on large datasets that are scraped from the web and are not curated, which introduces a number of problems.
"While this approach has enabled rapid algorithmic advances in recent years, datasets of this nature often reflect social stereotypes, oppressive viewpoints, and derogatory, or otherwise harmful, associations to marginalized identity groups," the researchers wrote.
As a result, they said, Imagen has inherited the"social biases and limitations of large language models" and may depict"harmful stereotypes and representation." The team said preliminary findings indicated that the AI encodes social biases, including a tendency to create images of people with lighter skin tones and to place them into certain stereotypical gender roles.
The team may eventually allow the public to enter text into a version of the model to generate their own images, however."In future work we will explore a framework for responsible externalization that balances the value of external auditing with the risks of unrestricted open-access," the researchers wrote., you can create a description using pre-selected phrases.
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