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add gray scaler node

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70399
2024-05-13 17:04:49 +08:00
parent 0ad6bfe0b1
commit 748bfa025b
8 changed files with 1543 additions and 1959 deletions
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README.md
+14
View File
@@ -131,6 +131,20 @@ comfyui's gaffer
**tips**:The node from [kijai-ComfyUI-IC-Light](https://github.com/kijai/ComfyUI-IC-Light) project
* **Gray Scaler Node**
Scales the image area to gray according to the provided mask.
![Gray Scaler Node](image/node_gray-scaler.png)
*
input:
* image: transparent background image.
* mask: mask indicating areas to be converted to grey.
output:
* image: gray background image.
## Credits
* [IC-Light](https://github.com/lllyasviel/IC-Light)
examples/workflow-gaffer-iclight-all.json
+296 -418
View File
@@ -1,6 +1,6 @@
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examples/workflow-gaffer-iclight-fbc.json
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"pos": [
-266,
834
],
"size": {
"0": 315,
"1": 82
},
"flags": {},
"order": 4,
"mode": 0,
"outputs": [
{
"name": "REMBG_SESSION",
"type": "REMBG_SESSION",
"links": [
157
],
"shape": 3
}
],
"properties": {
"Node name for S&R": "RemBGSession+"
},
"widgets_values": [
"u2net_human_seg: human segmentation",
"CPU"
]
},
{
"id": 42,
"type": "LightSource",
@@ -756,7 +754,7 @@
"Node name for S&R": "LightSource"
},
"widgets_values": [
"Top Light",
"Top Left Light",
1,
"#ffffff",
"#000000",
@@ -765,68 +763,6 @@
],
"color": "#432",
"bgcolor": "#653"
},
{
"id": 9,
"type": "LoadImage",
"pos": [
-694.7181390945309,
851.10255243125
],
"size": {
"0": 315,
"1": 314.0000305175781
},
"flags": {},
"order": 3,
"mode": 0,
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
123
],
"shape": 3,
"slot_index": 0
},
{
"name": "MASK",
"type": "MASK",
"links": null,
"shape": 3
}
],
"properties": {
"Node name for S&R": "LoadImage"
},
"widgets_values": [
"9041719fd893b223a3c94ec6c7a49245.jpg",
"image"
]
},
{
"id": 87,
"type": "Note",
"pos": [
-758,
78
],
"size": {
"0": 884.5147094726562,
"1": 616.7295532226562
},
"flags": {},
"order": 4,
"mode": 0,
"properties": {
"text": ""
},
"widgets_values": [
"beautiful woman, detailed face, sunshine, outdoor, warm atmosphere\n\nbeautiful woman, detailed face, neon, Wong Kar-wai, warm\n\nbeautiful woman, detailed face, sunshine from window\n\nbeautiful woman, detailed face, warm atmosphere, at home, bedroom\n\nbeautiful woman, detailed face, shadow from window\n\nbeautiful woman, detailed face, sunset over sea\n\nbeautiful woman, detailed face, light and shadow\n\nhandsome boy, detailed face, neon light, city\n\nBuddha, detailed face, sci-fi RGB glowing, cyberpunk\n\nBuddha, detailed face, natural lighting\n\ntoy, detailed face, shadow from window\n\ntoy, detailed face, sunset over sea\n\ndog, magic lit, sci-fi RGB glowing, studio lighting\n\nmysteriou human, warm atmosphere, warm atmosphere, at home, bedroom\n\n"
],
"color": "#432",
"bgcolor": "#653"
}
],
"links": [
@@ -958,62 +894,6 @@
1,
"IMAGE"
],
[
159,
28,
1,
66,
0,
"INT"
],
[
160,
28,
2,
66,
1,
"INT"
],
[
161,
66,
0,
67,
0,
"IMAGE"
],
[
162,
28,
0,
67,
1,
"IMAGE"
],
[
163,
64,
1,
67,
2,
"MASK"
],
[
164,
67,
0,
68,
0,
"IMAGE"
],
[
165,
67,
0,
62,
5,
"IMAGE"
],
[
221,
42,
@@ -1053,6 +933,38 @@
62,
0,
"MODEL"
],
[
228,
64,
0,
88,
0,
"IMAGE"
],
[
229,
64,
1,
88,
1,
"MASK"
],
[
230,
88,
0,
68,
0,
"IMAGE"
],
[
231,
88,
0,
62,
5,
"IMAGE"
]
],
"groups": [
@@ -1074,8 +986,8 @@
"ds": {
"scale": 0.5131581182307067,
"offset": {
"0": 1564.634237793645,
"1": 85.58901597045116
"0": 1988.018452815201,
"1": 247.8858309778409
}
}
},
iclight.py
+46 -2
View File
@@ -423,16 +423,60 @@ class CalculateNormalMap:
normal = torch.clamp(normal, 0, 1)
return normal
class GrayScaler:
"""Class to scale image regions to grey based on provided masks."""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"image": ("IMAGE",),
"mask": ("MASK",),
}
}
CATEGORY = "gaffer"
RETURN_TYPES = ("IMAGE",)
FUNCTION = "apply"
def apply(self, image: torch.Tensor, mask: torch.Tensor):
"""
Applies grey scaling to image regions as indicated by the mask.
Args:
image: torch.Tensor: The input image tensor.
mask: torch.Tensor: A mask tensor where 1 indicates areas to be converted to grey.
Returns:
tuple: A tuple containing the image with masked regions turned grey.
"""
# Validate inputs
if not isinstance(image, torch.Tensor) or not isinstance(mask, torch.Tensor):
raise ValueError("image and mask must be torch.Tensor types.")
if image.ndim != 4 or mask.ndim not in [3, 4]:
raise ValueError("image must be a 4D tensor, and mask must be a 3D or 4D tensor.")
# Adjust mask dimensions if necessary
if mask.ndim == 3:
# [B, H, W] => [B, H, W, C=1]
mask = mask.unsqueeze(-1)
# Apply the mask to the image to turn specified regions grey.
image = image * mask + (1 - mask) * 0.5
return (image,)
NODE_CLASS_MAPPINGS = {
"ICLightModelLoader": ICLightModelLoader,
"ApplyICLight": ApplyICLight,
"LightSource": LightSource,
"CalculateNormalMap": CalculateNormalMap
"CalculateNormalMap": CalculateNormalMap,
"GrayScaler": GrayScaler
}
NODE_DISPLAY_NAME_MAPPINGS = {
"ICLightModelLoader": "Load ICLight Model",
"ApplyICLight": "Apply ICLight",
"LightSource": "Simple Light Source",
"CalculateNormalMap": "Calculate Normal Map"
"CalculateNormalMap": "Calculate Normal Map",
"GrayScaler": "Gray Scaler",
}
image/node_gray-scaler.png
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