| # MTB Nodes | |
| [](https://github.com/melMass/comfy_mtb/actions/workflows/test_embedded.yml) | |
| <!-- omit in toc --> | |
| **Translated Readme (using DeepTranslate, PRs are welcome)**: | |
|  | |
| [日本語による説明](./README-JP.md) | |
|  | |
| [中文说明](./README-CN.md) | |
| <a href="https://www.buymeacoffee.com/melmass" target="_blank"><img src="https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png" alt="Buy Me A Coffee" style="height: 32px !important;width: 140px !important;box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;-webkit-box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;" ></a> | |
| [**Install Guide**](./INSTALL.md) | [**Examples**](https://github.com/melMass/comfy_mtb/wiki/Examples) | |
| Welcome to the MTB Nodes project! This codebase is open for you to explore and utilize as you wish. Its primary purpose is to build proof-of-concepts (POCs) for implementation in [MLOPs](https://github.com/Bismuth-Consultancy-BV/MLOPs). Many nodes in this project are inspired by existing community contributions or built-in functionalities. | |
| Before proceeding, please be aware of the licenses associated with certain libraries used in this project. For example, the `deepbump` library is licensed under [GPLv3](https://github.com/HugoTini/DeepBump/blob/master/LICENSE). | |
| - [Node List](#node-list) | |
| - [bbox](#bbox) | |
| - [colors](#colors) | |
| - [face detection / swapping](#face-detection--swapping) | |
| - [image interpolation (animation)](#image-interpolation-animation) | |
| - [image ops](#image-ops) | |
| - [latent utils](#latent-utils) | |
| - [misc utils](#misc-utils) | |
| - [textures](#textures) | |
| - [Comfy Resources](#comfy-resources) | |
| # Node List | |
| ## bbox | |
| - `Bounding Box`: BBox constructor (custom type), | |
| - `BBox From Mask`: From a mask extract the bounding box | |
| - `Crop`: Crop image from BBox | |
| - `Uncrop`: Uncrop image from BBox | |
| ## colors | |
| - `Colored Image`: Constant color image of given size | |
| - `RGB to HSV`: -, | |
| - `HSV to RGB`: -, | |
| - `Color Correct`: Basic color correction tools | |
| <img src="https://github.com/melMass/comfy_mtb/assets/7041726/7c20ac83-31ff-40ea-a1a0-06c2acefb2ef" width=345/> | |
| ## face detection / swapping | |
| - `Face Swap`: Face swap using deepinsight/insightface models (this node used to be called `Roop` in early versions, it does the same, roop is *just* an app that uses those model) | |
| > **Note** | |
| > The face index allow you to choose which face to replace as you can see here: | |
| <img src="https://github.com/melMass/comfy_mtb/assets/7041726/2e9d6066-c466-4a01-bd6c-315f7f1e8b42" width=320/> | |
| - `Load Face Swap Model`: Load an insightface model for face swapping | |
| - `Restore Face`: Using [GFPGan](https://github.com/TencentARC/GFPGAN) to restore faces, works great in conjunction with `Face Swap` and supports Comfy native upscalers for the `bg_upscaler` | |
| ## image interpolation (animation) | |
| - `Load Film Model`: Loads a [FILM](https://github.com/google-research/frame-interpolation) model | |
| - `Film Interpolation`: Process input frames using [FILM](https://github.com/google-research/frame-interpolation) | |
| <img src="https://github.com/melMass/comfy_mtb/assets/7041726/3afd1647-6634-4b92-a34b-51432e6a9834" width=400/> | |
| - `Export to Prores (experimental)`: Exports the input frames to a ProRes 4444 mov file. This is using ffmpeg stdin to send raw numpy arrays, used with `Film Interpolation` and very simple for now but could be expanded upon. | |
| ## image ops | |
| - `Blur`: Blur an image using a Gaussian filter. | |
| - `Deglaze Image`: taken from [FN16](https://github.com/Fannovel16/FN16-ComfyUI-nodes/blob/main/DeglazeImage.py), | |
| - `Denoise`: Denoise the input image, | |
| - `Image Compare`: Compare two images and return a difference image | |
| - `Image Premultiply`: Premultiply image with mask | |
| - `Image Remove Background Rembg`: [RemBG](https://github.com/danielgatis/rembg) powered background removal. | |
| <img src="https://github.com/melMass/comfy_mtb/assets/7041726/e69253b4-c03c-45e9-92b5-aa46fb887be8" width=320/> | |
| - `Image Resize Factor`: Extracted mostly from [WAS Node Suite](https://github.com/WASasquatch/was-node-suite-comfyui), with a few edits (most notably multiple image support) and less features. | |
| - `Mask To Image`: Converts a mask (alpha) to an RGB image with a color and background | |
| - `Save Image Grid`: Save all the images in the input batch as a grid of images. | |
| ## latent utils | |
| - `Latent Lerp`: Linear interpolation (blend) between two latent | |
| ## misc utils | |
| - `Concat Images`: Takes two image stream and merge them as a batch of images supported by other Comfy pipelines. | |
| - `Image Resize Factor`: **Deprecated**, I since discovered the builtin image resize. | |
| - `Text To Image`: Utils to convert text to image using a font | |
| - `Styles Loader`: Load csv files and populate a dropdown from the rows (à la A111) | |
| <img src="https://github.com/melMass/comfy_mtb/assets/7041726/02fe3211-18ee-4e54-a029-931388f5fde8" width=320/> | |
| - `Smart Step`: A very basic node to get step percent to use in KSampler advanced, | |
| - `Qr Code`: Basic QR Code generator | |
| - `Save Tensors`: Debug node that will probably be removed in the future | |
| - `Int to Number`: Supplement for WASSuite number nodes | |
| - `Smart Step`: A very basic tool to control the steps (start/stop) of the `KAdvancedSampler` using percentage | |
| ## textures | |
| - `DeepBump`: Normal & height maps generation from single pictures | |
| # Comfy Resources | |
| **Guides**: | |
| - [Official Examples (eng)](https://comfyanonymous.github.io/ComfyUI_examples/) | |
| - [ComfyUI Community Manual (eng)](https://blenderneko.github.io/ComfyUI-docs/) by @BlenderNeko | |
| - [Tomoaki's personal Wiki (jap)](https://comfyui.creamlab.net/guides/) by @tjhayasaka | |
| **Extensions and Custom Nodes**: | |
| - [Plugins for Comfy List (eng)](https://github.com/WASasquatch/comfyui-plugins) by @WASasquatch | |
| - [ComfyUI tag on CivitAI (eng)](https://civitai.com/tag/comfyui) | |