Today's Open Source (2024-11-08): HelloMeme Image Generation Model Plugin
Discover the latest in AI: HelloMeme for image creation, Cosmos Tokenizer, InkSight handwriting recognition, Aide AI code editor, and OS-ATLAS GUI agent tools.
Here are some interesting AI open-source models and frameworks I wanted to share today:
Project: HelloMeme
The HelloMeme project integrates spatial weaving attention mechanisms to embed high-level and high-fidelity conditions into diffusion models.
This project offers image and video generation capabilities, allowing users to create new content by referencing images and using driving images/videos.
https://github.com/HelloVision/HelloMeme
Project: Cosmos Tokenizer
Cosmos Tokenizer is a neural tokenizer for images and videos, designed to advance cutting-edge visual token technology.
The project supports the development of large-scale, robust, and efficient autoregressive transformers (such as large language models) or diffusion generators.
It provides inference code and pre-trained models for various tokenizers, achieving a total compression rate of up to 2048x while maintaining high image quality and being 12 times faster than existing state-of-the-art methods.
https://github.com/NVIDIA/Cosmos-Tokenizer
Project: Regional-Prompting-FLUX
Regional-Prompting-FLUX is a training-free regional prompting method designed for Diffusion Transformers (FLUX), enabling fine-grained text-to-image generation.
This method is highly compatible with LoRA and ControlNet without requiring additional training.
Compared to RPG-based implementations, Regional-Prompting-FLUX offers faster inference and requires less GPU memory.
https://github.com/instantX-research/Regional-Prompting-FLUX
Project: InkSight
The InkSight project aims to convert offline handwritten content into an online format by learning to read and write.
Using advanced machine learning and deep learning technologies, this project provides an efficient handwriting recognition solution.
Its core functionality transforms traditional handwritten input into editable digital text, suitable for various applications, such as document digitization and handwritten note conversion.
https://github.com/google-research/inksight
Project: Aide Code Editor
Aide is an open-source AI-native code editor, a fork of VS Code.
It is tightly integrated with the leading agent framework swebench-lite, combining the powerful features of VS Code with advanced AI capabilities. Aide aims to be a smart coding assistant for developers, helping users write better code faster while maintaining complete control over the development process.
https://github.com/codestoryai/aide
Project: OS-ATLAS
OS-ATLAS is a foundational action model designed for general-purpose GUI agents.
This project provides two foundational localization models: OS-Atlas-Base-4B and OS-Atlas-Base-7B, which are fine-tuned from InternVL2-4B and Qwen2-VL-7B-Instruct, respectively.
The models can accept images of any size as input and output relative coordinates for locating the center point or bounding box of the image.