PIT NVIDIA vs SeedVR2

https://redd.it/1tt8h2w
@rStableDiffusion

Perceptual LoRA Toolkit now supports Z-Image Turbo

https://redd.it/1ttak8l
@rStableDiffusion

lora dataset images and captions

Okay. I hear a lot of do and don't's, but *gawd* damn, I need more.

Character lora. 25 images. All 1024x1024, all consistent, varying, ...in my mind complete for at least a *functional* if not *flexible* lora.

How the hell do I caption this to be easy model side? I dont want to have to fine tune knobs and prompt engineer like Gemini and other llms are doing to my captions.

I have a highly toxic and inflexible lora iteration right now, I'm not dumb enough to require crash coursing, but im stuck.

I know the *"transient state"* of the image as a whole, including viewpoint should be tagged, but how does one ensure accuracy for the training of the character?

TriggerWord, camera angle, objects/lighting/background to not triggerword bake, but what ELSE about the character needs to be captioned for flexibility in the character themselves? I know clothing and accessories so a bunch of crap doesnt get welded to the character, but hairstyles and expressions?

Those *make* the character, but doesn't tagging them.... remove them from the character? .....but then dont all expressions and hairstyles get averaged and welded together?

https://redd.it/1ttdbmo
@rStableDiffusion

Best anime model for multiple characters or Lora?

Hey everyone

I'm really struggling with multiple characters and their details. I can do a prompt that says 2girls but I sometimes get 3, etc. Or try specifying characters and their details and they'll be opposite Ori say I want small breasts and I get huge ones or something random. Or I get the perfect prompt and I regenerate it or read n later and it'll be f*cked. Is there something I can do/use in the prompt or a Lora I can use or something? I've tried pony, illumi, illustrious, noobai, wai-illustrious

Hope you can help

Regards

https://redd.it/1tt95u3
@rStableDiffusion

FLUX.2-klein-base-9B ControlLight LoRA Release for changing lighting of a photo
https://yfyang007.github.io/ControlLight/

https://redd.it/1ttfv5z
@rStableDiffusion

Nvidia releases Cosmos3-Super-Image2Video . 64B parametres
https://redd.it/1ttjuc0
@rStableDiffusion

Nvidia releasesCosmos3-Super-Text2Image model . 64 billion paramteres
https://redd.it/1ttjrip
@rStableDiffusion

The Cosmos omnimodel family of models - 3 variants Edge(4B) , Nano(16B) , Super (64B)

https://redd.it/1ttka77
@rStableDiffusion

An AI-generated short film I spent weeks creating.
https://www.youtube.com/watch?v=HCJ4ubbaCxU

https://redd.it/1ttk4as
@rStableDiffusion

Bernini released. Unified Video generation and editing model. Built on Wan-2.2

https://redd.it/1ttn2kd
@rStableDiffusion