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0b1ac0f1c5 | ||
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216d7fd60c | ||
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28cd2f70b2 |
@@ -132,6 +132,8 @@ NOTE: The UltralyticsDetectorProvider node is not part of the ComfyUI-Impact-Pac
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* `SEGS Filter (label)` - This node filters SEGS based on the label of the detected areas.
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* `SEGS Filter (ordered)` - This node sorts SEGS based on size and position and retrieves SEGs within a certain range.
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* `SEGS Filter (range)` - This node retrieves only SEGs from SEGS that have a size and position within a certain range.
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* `SEGS Filter (non max suppression)` - This node filters SEGS by removing those with high overlap based on the Intersection over Union (IoU) threshold, keeping only the most confident detections.
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* `SEGS Filter (intersection)` - This node filters segs1, keeping only the SEGS that do not significantly overlap with any SEGS in segs2, based on the Intersection over Area (IoA) threshold.
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* `SEGS Assign (label)` - Assign labels sequentially to SEGS. This node is useful when used with `[LAB]` of FaceDetailer.
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* `SEGSConcat` - Concatenate segs1 and segs2. If source shape of segs1 and segs2 are different from segs2 will be ignored.
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* `SEGS Merge` - SEGS contains multiple SEGs. SEGS Merge integrates several SEGs into a single merged SEG. The label is changed to `merged` and the confidence becomes the minimum confidence. The applied controlnet and cropped_image are removed.
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@@ -1,7 +1,7 @@
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import configparser
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import os
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version_code = [8, 9]
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version_code = [8, 10]
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version = f"V{version_code[0]}.{version_code[1]}" + (f'.{version_code[2]}' if len(version_code) > 2 else '')
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dependency_version = 24
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@@ -13,6 +13,7 @@ from . import segs_upscaler
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from comfy.cli_args import args
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import math
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from typing import Callable, Union
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try:
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from comfy_extras import nodes_differential_diffusion
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@@ -504,7 +505,7 @@ class SEGSOrderedFilter:
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def INPUT_TYPES(s):
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return {"required": {
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"segs": ("SEGS", ),
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"target": (["area(=w*h)", "width", "height", "x1", "y1", "x2", "y2", "confidence"],),
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"target": (["area(=w*h)", "width", "height", "x1", "y1", "x2", "y2", "confidence", "none"],),
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"order": ("BOOLEAN", {"default": True, "label_on": "descending", "label_off": "ascending"}),
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"take_start": ("INT", {"default": 0, "min": 0, "max": sys.maxsize, "step": 1}),
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"take_count": ("INT", {"default": 1, "min": 0, "max": sys.maxsize, "step": 1}),
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@@ -517,51 +518,35 @@ class SEGSOrderedFilter:
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CATEGORY = "ImpactPack/Util"
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@staticmethod
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def get_sort_key_fn(target: str) -> Union[Callable, None]:
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if target == "none":
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return None
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def sort_key_fn(seg):
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x1, y1, x2, y2 = seg.crop_region
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if target == "confidence": return seg.confidence
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if target == "area(=w*h)": return (x2 - x1) * (y2 - y1)
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if target == "width": return x2 - x1
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if target == "height": return y2 - y1
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if target == "x1": return x1
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if target == "y1": return y1
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if target == "x2": return x2
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if target == "y2": return y2
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raise Exception(f"[Impact Pack] SEGSOrderedFilter - Unexpected target '{target}'")
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return sort_key_fn
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def doit(self, segs, target, order, take_start, take_count):
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segs_with_order = []
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sort_key_fn = SEGSOrderedFilter.get_sort_key_fn(target)
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for seg in segs[1]:
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x1 = seg.crop_region[0]
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y1 = seg.crop_region[1]
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x2 = seg.crop_region[2]
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y2 = seg.crop_region[3]
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sorted_list = list(segs[1]) # make a shallow copy, so it does not mutate the original list when sort
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if sort_key_fn is not None:
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sorted_list.sort(key=sort_key_fn, reverse=order)
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if target == "area(=w*h)":
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value = (y2 - y1) * (x2 - x1)
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elif target == "width":
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value = x2 - x1
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elif target == "height":
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value = y2 - y1
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elif target == "x1":
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value = x1
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elif target == "x2":
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value = x2
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elif target == "y1":
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value = y1
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elif target == "y2":
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value = y2
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elif target == "confidence":
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value = seg.confidence
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else:
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raise Exception(f"[Impact Pack] SEGSOrderedFilter - Unexpected target '{target}'")
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segs_with_order.append((value, seg))
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if order:
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sorted_list = sorted(segs_with_order, key=lambda x: x[0], reverse=True)
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else:
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sorted_list = sorted(segs_with_order, key=lambda x: x[0], reverse=False)
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result_list = []
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remained_list = []
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for i, item in enumerate(sorted_list):
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if take_start <= i < take_start + take_count:
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result_list.append(item[1])
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else:
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remained_list.append(item[1])
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return (segs[0], result_list), (segs[0], remained_list),
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take_stop = take_start + take_count
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return (segs[0], sorted_list[take_start:take_stop]), \
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(segs[0], sorted_list[:take_start] + sorted_list[take_stop:]),
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class SEGSRangeFilter:
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+1
-1
@@ -1,7 +1,7 @@
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[project]
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name = "comfyui-impact-pack"
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description = "This node pack offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler."
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version = "8.9"
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version = "8.10"
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license = { file = "LICENSE.txt" }
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dependencies = ["segment-anything", "scikit-image", "piexif", "transformers", "opencv-python-headless", "GitPython", "scipy>=1.11.4"]
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