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Top 23 image-generation Open-Source Projects
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diffusers
🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
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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.
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LocalAI
:robot: The free, Open Source OpenAI alternative. Self-hosted, community-driven and local-first. Drop-in replacement for OpenAI running on consumer-grade hardware. No GPU required. Runs gguf, transformers, diffusers and many more models architectures. It allows to generate Text, Audio, Video, Images. Also with voice cloning capabilities.
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CycleGAN
Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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PaddleNLP
👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
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PaddleGAN
PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.
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Graphite
2D vector & raster editor that melds traditional layers & tools with a modern node-based, non-destructive, procedural workflow.
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mmagic
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
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DragGAN
Unofficial Implementation of DragGAN - "Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold" （DragGAN 全功能实现，在线Demo，本地部署试用，代码、模型已全部开源，支持Windows, macOS, Linux） (by OpenGVLab)
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multidiffusion-upscaler-for-automatic1111
Tiled Diffusion and VAE optimize, licensed under CC BY-NC-SA 4.0
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Snappy
PHP library allowing thumbnail, snapshot or PDF generation from a url or a html page. Wrapper for wkhtmltopdf/wkhtmltoimage (by KnpLabs)
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Image-Super-Resolution-via-Iterative-Refinement
Unofficial implementation of Image Super-Resolution via Iterative Refinement by Pytorch
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VAR
[GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation! (by FoundationVision)
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Dreambooth-Stable-Diffusion
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) by way of Textual Inversion (https://arxiv.org/abs/2208.01618) for Stable Diffusion (https://arxiv.org/abs/2112.10752). Tweaks focused on training faces, objects, and styles. (by JoePenna)
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pwa-asset-generator
Automates PWA asset generation and image declaration. Automatically generates icon and splash screen images, favicons and mstile images. Updates manifest.json and index.html files with the generated images according to Web App Manifest specs and Apple Human Interface guidelines.
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SaaSHub
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Project mention: Show HN: I made an app to use local AI as daily driver | news.ycombinator.com | 2024-02-27* LLaVA model: I'll add more documentation. You are right Llava could not generate images. For image generation I don't have immediate plans, but checkout these projects for local image generation.
- https://diffusionbee.com/
- https://github.com/comfyanonymous/ComfyUI
- https://github.com/AUTOMATIC1111/stable-diffusion-webui
You're correct if you're focused exclusively on the work surrounding building foundation models to begin with. But if you take a broader view, having open models that we can legally fine tune and hack with locally has created a large and ever-growing community of builders and innovators that could not exist without these open models. Just take a look at projects like InvokeAI [0] in the image space or especially llama.cpp [1] in the text generation space. These projects are large, have lots of contributors, move very fast, and drive a lot of innovation and collaboration in applying AI to various domains in a way that simply wouldn't be possible without the open models.
[0] https://github.com/invoke-ai/InvokeAI
[1] https://github.com/ggerganov/llama.cpp
View on GitHub
Project mention: Any work on Style transfer using Stable Diffusion based on image-mask pairs similar to Pix2Pix | /r/StableDiffusion | 2023-08-29I have previously worked on retraining Pix2Pix GAN for image-to-image style transfer retrained with image-mask pairs. I expect Stable Diffusion to be better than Pix2Pix, but the problem sounds like something that should have been tackled already. I am familiar with text-based instructions for style transfer using SD (Instruct Pix2Pix), but retraining with image-mask pairs should provide better results. Does anyone know if anything that like exists already? Reference for Pix2Pix https://phillipi.github.io/pix2pix/
Project mention: 3D and 2D: Testing out my cross-platform graphics engine | news.ycombinator.com | 2024-04-02
Project mention: NEW just released AI DragGAN is MIND-BLOWING! Revolutionary way to edit images. | /r/ChatGPT | 2023-06-27
Project mention: Stable Diffusion can't stop generating extra torsos, even with negative prompt. Any suggestions? | /r/StableDiffusion | 2023-12-11
Project mention: How to Simply Generate a PDF From HTML in Symfony With WeasyPrint | dev.to | 2023-12-12When I first looked for solutions to generate a PDF document in a Symfony application, I was amazed to find that a SymfonyCast was made about this. It features the PHP library Snappy, which is essentially a wrapper around wkhtmltopdf.
Project mention: Anydoor: Zero Shot Object-level image customization | news.ycombinator.com | 2023-12-25
Project mention: Visual Autoregressive Modeling: Image Generation via Next-Scale Prediction | news.ycombinator.com | 2024-04-07
Project mention: Will there be comprehensive tutorials for fine-tuning SD XL when it comes out? | /r/StableDiffusion | 2023-07-01Tons of stuff here, no? https://github.com/JoePenna/Dreambooth-Stable-Diffusion/
Project mention: New Kandinsky 2.2 was released. Now with controlnets and code for lora fine-tuning. | /r/StableDiffusion | 2023-07-13
Project mention: How To Generate Icons for a Progressive Web App from SVG File With a Single Command | dev.to | 2023-07-30To generate icons, we use pwa-asset-generator. The first command generates a favicon icon with a transparent background, the second one creates all the necessary icons for a progressive web app, and the third one creates images for splash screens. The last command is optional, in case you have an icon for dark mode.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
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A note from our sponsor - SaaSHub
www.saashub.com | 6 Jun 2024
Index
What are some of the best open-source image-generation projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | stable-diffusion-webui | 132,888 |
| 2 | diffusers | 23,148 |
| 3 | pytorch-CycleGAN-and-pix2pix | 22,232 |
| 4 | InvokeAI | 22,008 |
| 5 | LocalAI | 20,941 |
| 6 | stable-diffusion-webui-colab | 15,363 |
| 7 | CycleGAN | 12,172 |
| 8 | PaddleNLP | 11,583 |
| 9 | satori | 10,274 |
| 10 | pix2pix | 9,962 |
| 11 | PaddleGAN | 7,721 |
| 12 | dream-textures | 7,655 |
| 13 | Graphite | 7,173 |
| 14 | mmagic | 6,657 |
| 15 | DragGAN | 4,991 |
| 16 | multidiffusion-upscaler-for-automatic1111 | 4,519 |
| 17 | Snappy | 4,355 |
| 18 | AnyDoor | 3,768 |
| 19 | Image-Super-Resolution-via-Iterative-Refinement | 3,412 |
| 20 | VAR | 3,607 |
| 21 | Dreambooth-Stable-Diffusion | 3,169 |
| 22 | Kandinsky-2 | 2,706 |
| 23 | pwa-asset-generator | 2,658 |
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