ComfyUI/comfy_extras/nodes_bg_removal.py

61 lines
2.2 KiB
Python

import folder_paths
from typing_extensions import override
from comfy_api.latest import ComfyExtension, IO
from comfy.bg_removal_model import load
class LoadBackgroundRemovalModel(IO.ComfyNode):
@classmethod
def define_schema(cls):
files = folder_paths.get_filename_list("background_removal")
return IO.Schema(
node_id="LoadBackgroundRemovalModel",
display_name="Load Background Removal Model",
category="loaders",
inputs=[
IO.Combo.Input("bg_removal_name", options=sorted(files), tooltip="The model used to remove backgrounds from images"),
],
outputs=[
IO.BackgroundRemoval.Output("bg_model")
]
)
@classmethod
def execute(cls, bg_removal_name):
path = folder_paths.get_full_path_or_raise("background_removal", bg_removal_name)
bg = load(path)
if bg is None:
raise RuntimeError("ERROR: background model file is invalid and does not contain a valid background removal model.")
return IO.NodeOutput(bg)
class RemoveBackground(IO.ComfyNode):
@classmethod
def define_schema(cls):
return IO.Schema(
node_id="RemoveBackground",
display_name="Remove Background",
category="image/background removal",
inputs=[
IO.Image.Input("image", tooltip="Input image to remove the background from"),
IO.BackgroundRemoval.Input("bg_removal_model", tooltip="Background removal model used to generate the mask")
],
outputs=[
IO.Mask.Output("mask", tooltip="Generated foreground mask")
]
)
@classmethod
def execute(cls, image, bg_removal_model):
mask = bg_removal_model.encode_image(image)
return IO.NodeOutput(mask)
class BackgroundRemovalExtension(ComfyExtension):
@override
async def get_node_list(self) -> list[type[IO.ComfyNode]]:
return [
LoadBackgroundRemovalModel,
RemoveBackground
]
async def comfy_entrypoint() -> BackgroundRemovalExtension:
return BackgroundRemovalExtension()