With the recent introduction of Flux, prompting has become significantly easier.

I took this a step further by using Florence2 to automatically generate captions for images I found on Google, then directly fed that text into Flux's prompt box.

The outcome? Highly detailed and accurate descriptions of the reference images. Interestingly, Flux isn't interpreting the pixels of the reference image itself but rather the caption generated by Florence2. Yet, the similarity between the reference and the generated image is remarkably good.