generation sucks! no real reference image use - created completely new user

Question

this are my reference images for elements setup called Maggie.

Asked for generation using IM5 → @Maggie on bullet train -- this is what i got -- a Japanese looking person -- completely ignored reference image -- does not look like bullet train?

Gemini 3.1 - @maggie on bullet train

got cultural reference (see Nagoya city name in electronic display) right

looks like bullet train interior

looks absolutely like Maggie our reference character

Kartika Rawat · Accepted Answer

Hi dg!Thanks for sharing the reference image and the generated images; they're very helpful for testing. I also tried recreating it using the Firefly AI Assistant and got the following result:I hope this helps.Kartikamoved to questions

dg · Answer

ThanksKartika, this looks much better, is it possible that in FF studio stage there is a bug that the reference image is not applied at all?

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