[Feature Request]: Implement 'Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models'

[0xdevalias]

Is there an existing issue for this?

• [X] I have searched the existing issues and checked the recent builds/commits

What would your feature do ?

Implement 'Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models'

Basically allows fine grained image tweaks using 'sliders'

• Paper: https://arxiv.org/abs/2311.12092

  • We present a method to create interpretable concept sliders that enable precise control over attributes in image generations from diffusion models. Our approach identifies a low-rank parameter direction corresponding to one concept while minimizing interference with other attributes. A slider is created using a small set of prompts or sample images; thus slider directions can be created for either textual or visual concepts. Concept Sliders are plug-and-play: they can be composed efficiently and continuously modulated, enabling precise control over image generation. In quantitative experiments comparing to previous editing techniques, our sliders exhibit stronger targeted edits with lower interference. We showcase sliders for weather, age, styles, and expressions, as well as slider compositions. We show how sliders can transfer latents from StyleGAN for intuitive editing of visual concepts for which textual description is difficult. We also find that our method can help address persistent quality issues in Stable Diffusion XL including repair of object deformations and fixing distorted hands. Our code, data, and trained sliders are available at this https URL

• Project Page: https://sliders.baulab.info/
• Code: https://github.com/rohitgandikota/sliders
• Weights: https://sliders.baulab.info/weights/xl_sliders/
• https://twitter.com/RohitGandikota/status/1727410973638852957
• https://www.reddit.com/r/StableDiffusion/comments/180zon7/concept_sliders_lora_adaptors_for_precise_control/

Proposed workflow

N/A

Additional information

See Also:

• https://github.com/comfyanonymous/ComfyUI/issues/2028

[hkunzhe]

Just provide a solution/workaround here https://github.com/rohitgandikota/sliders/issues/2#issuecomment-1825071204.