DemoFusion VS sliders

Compare DemoFusion vs sliders and see what are their differences.

DemoFusion

Let us democratise high-resolution generation! (CVPR 2024) (by PRIS-CV)

sliders

Concept Sliders for Precise Control of Diffusion Models (by rohitgandikota)
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DemoFusion sliders
7 3
1,876 742
2.5% -
8.6 8.3
28 days ago 28 days ago
Jupyter Notebook Jupyter Notebook
- MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

DemoFusion

Posts with mentions or reviews of DemoFusion. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-10.

sliders

Posts with mentions or reviews of sliders. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-01-25.
  • Are we at peak vector database?
    8 projects | news.ycombinator.com | 25 Jan 2024
    > Always felt they're more like hashes/fingerprints for the RAG use cases.

    Yes, I see where you’re coming from. Perceptual hashes[0] are pretty similar, the key is that similar documents should have similar embedding (unlike cryptographic hashes, where a single bit flip should produce a completely different hash).

    Nice embeddings encode information spatially, a classic example of embedding arithmetic is: king - man + woman = queen[1]. “Concept Sliders” is a cool application of this to image generation [2].

    Personally I’ve not had _too_ much trouble with running out of RAM due to embeddings themselves, but I did spend a fair amount of time last week profiling memory usage to make sure I didn’t run out in prod, so it is on my mind!

    [0] https://en.m.wikipedia.org/wiki/Perceptual_hashing

    [1] https://www.technologyreview.com/2015/09/17/166211/king-man-...

    [2] https://github.com/rohitgandikota/sliders

  • LoRA Adaptors for Precise Control in Diffusion Models
    1 project | news.ycombinator.com | 12 Dec 2023
  • List of Stable Diffusion research softwares that I don't think gotten widespread adoption.
    17 projects | /r/StableDiffusion | 10 Dec 2023

What are some alternatives?

When comparing DemoFusion and sliders you can also consider the following projects:

Dreambooth-Stable-Diffusion - Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

stable-diffusion-reference-only - img2img version of stable diffusion. Anime Character Remix. Line Art Automatic Coloring. Style Transfer.

ComfyUI_experiments - Some experimental custom nodes.

ziplora-pytorch - Implementation of "ZipLoRA: Any Subject in Any Style by Effectively Merging LoRAs"

MotionDirector - MotionDirector: Motion Customization of Text-to-Video Diffusion Models.

SEED - Official implementation of SEED-LLaMA (ICLR 2024).

sd_lite - set-up Stable Diffusion with minimal dependencies and a single multi-function pipe

RIVAL - [NeurIPS 2023 Spotlight] Real-World Image Variation by Aligning Diffusion Inversion Chain

LAMP - Official implement code of LAMP: Learn a Motion Pattern by Few-Shot Tuning a Text-to-Image Diffusion Model (Few-shot-based text-to-video diffusion)

Specialist-Diffusion - [CVPR 2023] Specialist Diffusion: Extremely Low-Shot Fine-Tuning of Large Diffusion Models