English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Tools annual

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Presents the access of premium content as premium feature

Premium Content

Global: Zendy Plus annual

Global: Zendy Free Plan

In image editing employing diffusion models, it is crucial to preserve thereconstruction quality of the original image while changing its style. Althoughexisting methods ensure reconstruction quality through optimization, a drawbackof these is the significant amount of time required for optimization. In thispaper, we propose negative-prompt inversion, a method capable of achievingequivalent reconstruction solely through forward propagation withoutoptimization, thereby enabling much faster editing processes. We experimentallydemonstrate that the reconstruction quality of our method is comparable to thatof existing methods, allowing for inversion at a resolution of 512 pixels andwith 50 sampling steps within approximately 5 seconds, which is more than 30times faster than null-text inversion. Reduction of the computation time by theproposed method further allows us to use a larger number of sampling steps indiffusion models to improve the reconstruction quality with a moderate increasein computation time.

Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models