UnstableFusion VS perceiver-pytorch

Compare UnstableFusion vs perceiver-pytorch and see what are their differences.

UnstableFusion

A Stable Diffusion desktop frontend with inpainting, img2img and more! (by ahrm)

perceiver-pytorch

Implementation of Perceiver, General Perception with Iterative Attention, in Pytorch (by lucidrains)
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UnstableFusion perceiver-pytorch
10 11
1,232 1,048
- -
0.0 3.1
about 1 year ago 8 months ago
Jupyter Notebook Python
GNU General Public License v3.0 only 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.

UnstableFusion

Posts with mentions or reviews of UnstableFusion. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-13.

perceiver-pytorch

Posts with mentions or reviews of perceiver-pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-11.
  • /r/StableDiffusion – Mod here – My side of the story
    3 projects | news.ycombinator.com | 11 Oct 2022
    I think that's confusing between:

    1. Accusations that AUTOMATIC1111 (the web frontend developer) copied code from the NovelAI leak relating to the loading of hypernetworks

    2. Anlatan (company behind NovelAI) copying code from AUTOMATIC1111's repo, which does not have a permissive license, relating to the weighting of words

    The third party MIT-licensed code is relevant to #1. Some code AUTOMATIC1111 was accused of copying from the leak (https://i.imgur.com/r1AkvBG.png) actually already appears in multiple older permissively-licensed public repos (https://github.com/lucidrains/perceiver-pytorch/blame/main/p..., https://github.com/CompVis/stable-diffusion/blob/main/ldm/mo...), one of which was credited in the readme by AUTOMATICC1111.

    For #2, the Anlatan CEO blamed it on an intern (https://i.imgur.com/BFjKG1V.png). The leak shows that the offending code was committed by the CEO (https://i.imgur.com/aLiA2tr.png), which doesn't necessarily rule it out originating from an intern (e.g: "send me the code over teams to review and I'll add it") but doesn't look great.

    From other examples I'd say AUTOMATIC1111 did get a bit sloppy in terms of not following clean-room design regarding the leak, but I'm inclined to give some leeway to a solo developer making a hugely popular public tool for free.

  • [Hobby Scuffles] Week of October 10, 2022
    2 projects | /r/HobbyDrama | 11 Oct 2022
    Auto refuses to comply, and explains that the code he wrote is based upon research and development that was done quite some time ago already and is open-source. The function in question was published on December 21, 2021 here: https://github.com/CompVis/latent-diffusion/commit/e66308c7f2e64cb581c6d27ab6fbeb846828253b. But that is in fact still not the original source. The original source code was published on On August 3, 2021 here: https://github.com/lucidrains/perceiver-pytorch. The original code's license allows commercial use, so nobody is wrong for using it. The license can be read here: https://github.com/lucidrains/perceiver-pytorch/blob/main/LICENSE.
  • Creators of AI Art generator exclude Automatic1111 when his work eclipses their own in popularity. Appearing to be moving to /r/sdforall (+2000 users in 8 hours). Automatic1111's windows install supports features unpopular with the original authors that are ultimately open source (sources below).
    2 projects | /r/SubredditDrama | 11 Oct 2022
  • Show HN: InvokeAI, an open source Stable Diffusion toolkit and WebUI
    16 projects | news.ycombinator.com | 10 Oct 2022
    This is the file in that other repo that the code actually seems to originate from https://github.com/lucidrains/perceiver-pytorch/blame/main/p...

    As you can see, that repo from 2 years ago even originates the "# attention, what we cannot get enough of" comment and is an exact 1:1 match to Automatics commit, while the one from NovelAI even has a small change in the if clause that Automatic doesn't have.

  • AUTOMATIC111 Code reference
    6 projects | /r/StableDiffusion | 9 Oct 2022
    from the original repo, as posted by OP https://github.com/lucidrains/perceiver-pytorch/blob/main/LICENSE
  • Recent announcement from Emad
    11 projects | /r/StableDiffusion | 8 Oct 2022
    From a quick search, a big part of the other code also seems to be basic boilerplate? For example half the lines match exactly to https://github.com/lucidrains/perceiver-pytorch/blob/main/perceiver_pytorch/perceiver_pytorch.py
  • [D] Handling variable number of outputs in an NN
    1 project | /r/MachineLearning | 24 Feb 2022
    You want Perceiver IO (GitHub) (Paper). It's specifically intended to generate arbitrary shape outputs (and to accept arbitrary shape inputs).

What are some alternatives?

When comparing UnstableFusion and perceiver-pytorch you can also consider the following projects:

InvokeAI - InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.

tab-transformer-pytorch - Implementation of TabTransformer, attention network for tabular data, in Pytorch

stable_diffusion.openvino

ai-notes - notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under the /Resources folder.

diffusion-models-class - Materials for the Hugging Face Diffusion Models Course

TimeSformer-pytorch - Implementation of TimeSformer from Facebook AI, a pure attention-based solution for video classification

generation-q - A cross-platform desktop app with a nice interface to Stable Diffusion and others

rocm-build - build scripts for ROCm

slot-attention - Implementation of Slot Attention from GoogleAI

pml-book - "Probabilistic Machine Learning" - a book series by Kevin Murphy

x-transformers - A simple but complete full-attention transformer with a set of promising experimental features from various papers