Nodes Browser
ComfyDeploy: How ComfyUI ProPainter Nodes works in ComfyUI?
What is ComfyUI ProPainter Nodes?
ComfyUI custom node implementation of [a/ProPainter](https://github.com/sczhou/ProPainter) framework for video inpainting.
How to install it in ComfyDeploy?
Head over to the machine page
- Click on the "Create a new machine" button
- Select the
Edit
build steps - Add a new step -> Custom Node
- Search for
ComfyUI ProPainter Nodes
and select it - Close the build step dialig and then click on the "Save" button to rebuild the machine
ProPainter Nodes for ComfyUI
ComfyUI implementation of ProPainter for video inpainting. ProPainter is a framework that utilizes flow-based propagation and spatiotemporal transformer to enable advanced video frame editing for seamless inpainting tasks.
Features
👨🏻🎨 Object Removal
<table> <tr> <td> <img src="https://github.com/daniabib/ComfyUI_ProPainter_Nodes/assets/33937060/10feb7fd-4368-4573-9279-3b08bfff6da6"> </td> <td> <img src="https://github.com/daniabib/ComfyUI_ProPainter_Nodes/assets/33937060/48a42ba6-61de-4ca3-bdda-ad56fa9433d5"> </td> </tr> </table>🎨 Video Completion
<table> <tr> <td> <img src="https://github.com/daniabib/ComfyUI_ProPainter_Nodes/assets/33937060/25704f66-e86c-4c1b-8c95-02e42b4ee34e"> </td> <td> <img src="https://github.com/daniabib/ComfyUI_ProPainter_Nodes/assets/33937060/5cfa7563-d935-42b6-9feb-c6afe443348e"> </td> </tr> </table>Installation
ComfyUI Manager:
You can use ComfyUI Manager to install the nodes:
- Search for
ComfyUI ProPainter Nodes
and authordaniabib
.
Manual Installation:
-
Clone this repository to
ComfyUI/custom_nodes
:git clone https://github.com/daniabib/ComfyUI_ProPainter_Nodes
-
Install the required dependencies:
pip install -r requirements.txt
Models will be automatically downloaded to the weights
folder.
Examples
Basic Inpainting Workflow
https://github.com/daniabib/ComfyUI_ProPainter_Nodes/assets/33937060/56244d09-fe89-4af2-916b-e8d903752f0d
https://github.com/daniabib/ComfyUI_ProPainter_Nodes/blob/main/examples/propainter-inpainting-workflow.json
Others suggested nodes
- VideoHelperSuite for loading and saving the video frames.
- ComfyUI-YoloWorld-EfficientSAM for masking images using prompt.
Nodes Reference
🚧 Section under construction
ProPainter Inpainting
Input Parameters:
image
: The video frames to be inpainted.mask
: The mask indicating the regions to be inpainted. Mask must have same size of video frames.width
: Width of the output images. (default: 640).height
: Height of the output images. (default: 360).mask_dilates
: Dilation size for the mask (default: 5).flow_mask_dilates
: Dilation size for the flow mask (default: 8).ref_stride
: Stride for reference frames (default: 10).neighbor_length
: Length of the neighborhood for inpainting (default: 10).subvideo_length
: Length of subvideos for processing (default: 80).raft_iter
): Number of iterations for RAFT model (default: 20).fp16
: Enable or disable FP16 precision (default: "enable").
Output:
IMAGE
: The inpainted video frames.FLOW_MASK
: The flow mask used during inpainting.MASK_DILATE
: The dilated mask used during inpainting.
ProPainter Outpainting
Note: The authors of the paper didn't mention the outpainting task for their framework, but there is an option for it in the original code. The results aren't very good but I decided to implement a node for it anyway.
Input Parameters:
image
: The video frames to be outpainted.width
: Width of the video frames (default: 640).height
: Height of the video frames (default: 360).width_scale
: Scale factor for width expansion (default: 1.2).height_scale
: Scale factor for height expansion (default: 1.0).mask_dilates
: Dilation size for the mask (default: 5).flow_mask_dilates
: Dilation size for the flow mask (default: 8).ref_stride
: Stride for reference frames (default: 10).neighbor_length
: Length of the neighborhood for outpainting (default: 10).subvideo_length
: Length of subvideos for processing (default: 80).raft_iter
: Number of iterations for RAFT model (default: 20).fp16
: Enable or disable FP16 precision (default: "disable").
Output:
IMAGE
: The outpainted video frames.OUTPAINT_MASK
: The mask used during outpainting.output_width
: The width of the outpainted frames.output_height
: The height of the outpainted frames.
License
The ProPainter models and code are licensed under NTU S-Lab License 1.0.