OpenMMLab’s MMagic, officially stylized as MMagic [em’mædʒɪk], is an advanced multimodal, generative, and intelligent creation platform. It serves as a sophisticated tool that supports and develops low-level algorithms based on both Generative Adversarial Networks (GAN) and Convolutional Neural Networks (CNN).
MMagic is part of the open-source offerings from OpenMMLab, a project that seeks to build a highly influential computer vision algorithm system in the deep learning era. OpenMMLab’s aim is to provide high-quality libraries for easing algorithm implementation, efficient deployment toolchains for various backends and devices, a strong foundation for computer vision research and development, and to bridge the gap between academic research and industrial applications.
MMagic inherits from two other important projects within OpenMMLab’s ecosystem, namely MMEditing and MMGeneration. Following a series of updates and improvements via the OpenMMLab 2.0 framework and its integration with MMGeneration, MMEditing evolved into MMagic, a more powerful tool that supports low-level algorithms based on both GAN and CNN.
With the latest release of MMagic v1.0.1 on May 26, 2023, it now supports a range of features including tomesd for StableDiffusion speed-up, all inpainting/matting/image restoration model inferences, animated drawings, Style-Based Global Appearance Flow for Virtual Try-On, and fixed inferencer in pip-install.
The usage of MMagic requires a set of prerequisites, namely Python >= 3.7, PyTorch >= 1.8, and MMCV >= 2.0.0. The installation process is customizable, allowing users to adapt it to their specific needs. Moreover, MMagic supports Linux, Windows, and macOS platforms.
This is an open-source generative AI toolkit, designed for professional artificial intelligence researchers and machine learning engineers to learn how to process, edit and create images and videos.
- Text to image
- Image to Image Conversion
- 3D-enabled generation
- Super resolution images
- Super resolution video
- Video frame interpolation
- Painting Image
- Image Matting
- Image reconstruction
- Image Colorization
In summary, MMagic is a powerful multimodal, generative, and intelligent creation tool developed by OpenMMLab. With its advanced features and wide range of compatibility, it has proven to be a valuable asset for researchers and developers in the field of computer vision and deep learning.
