Comment by kqr

20 days ago

Oh, wow, thanks! I've only been using Midjourney but the other models you showcase really do adhere much better to the details of the prompt. Do you know how I can get them to adhere to style suggestions better? They seem to be biased toward photorealism but that's not the vibe I'm going for. (I tried both Gemini 3.0 Pro and Seedream.)

Style is frustrating honestly.

You can try manually describing the style (for example, using modifiers or referencing similar art mediums like chiaroscuro, acrylic, etc.), and this can work.

Alternatively, if you have a specific style in mind:

Collect several image examples of the style you like, then either run them through CLIP or feed them into a multimodal model such as gpt-image-1.5. Ask it to generate a list of stylistic modifiers (keywords) that you can then append to prompts for NB / Seedream.

However, if the style is sufficiently underrepresented in the training data, no amount of prompting will fully overcome that limitation. Here's an example where I tried to see if NB Pro could recreate some of Yoichi Kotabe's earlier work but it just defaulted to a pretty generic looking illustrative style:

https://imgur.com/a/failed-style-transfer-nb-pro-o3htsKn