deforum-stable-diffusion VS Stable-diffusion-webui-video-multiprompt

This looks a fine-tune of the classic zero123 (https://github.com/cvlab-columbia/zero123) I’m excited to check out the quality improvements.

Though 3d model synthesis is one use case, I found the less advertised base reprojection model to be more useful for gamedev at the moment. You can generate a multiview spritesheet from an image, and it’s fast enough for synthesis during a gameplay session. I couldn’t get a good quality/time balance to do the same with the 3d models, and the lack of mesh rigging or animation combined with imperfections in a fully 3d model tends to break the suspension of disbelief compared to what players are used to. I’m this will change as the tech develops and we layer more AI on top (automatic animation synthesis is an active research area).

If you’re interested in this you might also want to check out deforum (https://github.com/deforum-art/deforum-stable-diffusion) which provides even more powerful camera controls on top of stable diffusion designed for full scenes rather than single objects.

2/Deforum – Open source and good at developing trippy videos – I have not used this too much (https://github.com/deforum-art/deforum-stable-diffusion)

Why is StabilityAI releasing what seems to be a clone of Deforum ?

might be deforum (project) (webui extension) or img2img loopback wave (webui extension). it's definitely something with img2img though. that's clear from how it's warping.

Sorry, I missed it, thanks to Deforum: https://github.com/deforum-art/deforum-stable-diffusion

Have you seen Deforum? Kinda sounds like you're about to reinvent it. :)

I'm talking about it https://github.com/deforum-art/deforum-stable-diffusion It is not possible to put in a separate environment.

I'm stuck with other work right now until sunday, but I made great progress with my new script for video input with img2img. I found a way to stabilize the resulting videos by calculating the difference applied by img2img with Numpy and then apply it with a weighting to the next frame, so it does not just changes every frame, but also takes the changes it did in the frames before and applies them to the next one as well for consistency. It's only weird with fast movement, but I already halfway solved this by measuring the change rate in between frames and use that to reduce this effect dependent on this change rate. Sounds more complicated than it really is. It's slow, but first tests looks actually promising. The rest of the functionality is already prepared, but some stuff is not put in. So soon it will be releasable. If you have questions you can always PM me, it might take me a little bit till I find time to answer, but I will! I already released a similar script that uses img2img to generate videos from multiprompts, it just does not have video input. You find it here: Dextrorph/Stable-diffusion-webui-video-multiprompt: I added multiprompt functionality to this script, so that one can input a path to a file containing the "screenplay". (github.com) The older videos on my channel are made with it, so if you would like to you could try it in the meanwhile.

=== WORKFLOW === Duration: 120 seconds (played at 54% speed) Model: SD 2.1-512 Format: 16:9 Original resolution: 640x360 FPS: 30 Sampling steps: 40 CFG Scale: 22 Denoising strength: 0,33 Time taken: 534m 37.53s Multiprompt script for AUTOMATIC1111 WebUI: https://github.com/Dextrorph/Stable-diffusion-webui-video-multiprompt # Multiprompt for a video about evolution. - - 10 - molecules, atoms, quantum physics, mysterious, electromagnetic interaction - global_prompt: centered:1.5, highly detailed, poster art:0.2, 2d game concept art:0.2, realistic:0.5, octane render:0.5 global_negative_prompt: comic, writing, watermark, figurine, table, caption zoom: true zoom_level: 0.99 - - 10 - protein, biochemistry, nucleus, DNA replication - - 10 - bacteria, unicellular organism, cell - - 10 - multicellular organism, tardigrade:0.5, underwater - - 10 - sea worm in the ocean - - 10 - prehistoric fish in the ocean - - 10 - coelacanth in the ocean, prehistoric fish - - 10 - prehistoric reptilian, on the beach - - 10 - amphibian, prehistoric frog, in the grass - - 10 - rodent, prehistoric rat, in the grass - - 10 - prehistoric squirrel - - 10 - monkey in the jungle - - 10 - human monkey in the jungle - - 10 - neanderthal - zoom: false - - 10 - Stone Age man - - 10 - viking, pagan warrior - - 10 - knight of teutonic order, medieval combat, castle - - 10 - man in suit, 19th century suit, woman in 19th century cloth, industrial revolution - - 10 - man with phone, modern building, modern clothing - - 10 - man in the future, futuristic building, VR - - 10 - cyborg, in spaceship, futuristic - - 10 - alien cyborg, in alien spaceship, cybernetic, alien technology - - 10 - singularity, cyber technology, psychedelic, lovecraftian creature - zoom: true zoom_level: 1.04 rotate: true rotate_degree: 1 - - 20 - creation of universe, psychedelic, holy - negative_prompt: comic, writing, watermark, figurine, table

Dextrorph/Stable-diffusion-webui-video-multiprompt: I added multiprompt functionality to this script, so that one can input a path to a file containing the "screenplay". (github.com)