seed_travel VS clip-interrogator-ext

Seed travel is a technique and and a script for A1111: https://github.com/yownas/seed_travel

For the video it turned out a bit too "hairy" compared to many of the still images (I believe because of the long landscape aspect ratio), but I ran out of time to fiddle. I used the Seed Travel extension for the animation and ChaiNNer with the 4x-Valar upscaler.

Seed Travel and Clip Interrogator extensions are both listen in the extensions tab of a1111, so thats the easiest route. But sure: https://github.com/yownas/seed_travel and https://github.com/pharmapsychotic/clip-interrogator-ext

smooth latent space https://github.com/yownas/seed_travel

To stick with one prompt and slowly move to another seed, use this script instead https://github.com/yownas/seed_travel

Get the seed_travel extension by yownas. Follow the instructions to install it via the webui.

I've added a new feature to https://github.com/yownas/seed_travel where you can select different "Interpolation rates". This one uses "Slow start"

Compressing the videos has become quite a project that involves the seed_travel script, a little imagemagick, upscaling with realSR, an absolute ton of interpolation with RIFE, and the swiss army knife of video tools, ffmpeg.

Instead what I'd recommend is a manual loop to hone in on what prompts work well. You'll need two extensions, assuming you're using a1111: AestheticScorer and clip interrogator. The aesthetic scorer will effectively rate generated images and attach a score from 1 to 10 to the image Metadata. There are a few image viewers which can view and sort by aesthetic score, breadboard and diffusion toolkit I believe are popular options. You can filter by the score to effectively throw out lower quality Generations, allowing you to focus on some of the better quality ones for Taste matching. After that you can sort through the remaining and see which ones fit your tastes the best.

I think CLIP Interrogator may be what you're looking for.

clip-interrogator-ext: to get a potential prompt from an image (I don't know if it works as I use a my own fork, because I use a newer version of tranformers)

yeah this was my first thought too, https://github.com/pharmapsychotic/clip-interrogator-ext

I basically started taking all of my best AI generated images as well as any images I see only that I really like and want to capture that asthetic in my works and use https://github.com/pharmapsychotic/clip-interrogator-ext.git extensions. Its Pharmapsychotics clip interrogator ext. Basically this long term process requires you to interrogate images you like often and then drop both positive and negative prompts from those images into your prompt. You will start out with a smaller prompt but it will grow over time if you keep adding tokens from your best images. In particular your negative prompt will start to look insane but its important to trust it just be careful to avoid repeating the same tokens and using any color specific language. I have used this method over the course of a couple of weeks to grow an existing prompt that has produced great images into behemoth prompt that has been minting extremely creative images for me in various angles colors and compositions. Another note of importance is that if you are constantly interrogating and adding prompt tokens from similar imagery as in women it will heavily bias your output towards women even if there are none in the positive prompt. Theoretically I feel what this is doing is narrowing down the models nodes to a very specific aesthetic that you are going for and therefore producing more provoking and top quality images especially in highly tuned models.

Seed Travel and Clip Interrogator extensions are both listen in the extensions tab of a1111, so thats the easiest route. But sure: https://github.com/yownas/seed_travel and https://github.com/pharmapsychotic/clip-interrogator-ext

Another way to do this is using the Clip Interrogator extension. This does a better job of analyzing the image and also does negatives. https://github.com/pharmapsychotic/clip-interrogator-ext.git