adding more nodes
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44
backend/nodes/median_background.py
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44
backend/nodes/median_background.py
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"""Median background subtraction — extract and subtract background using local median."""
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from __future__ import annotations
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import numpy as np
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from scipy.ndimage import median_filter
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from backend.node_registry import register_node
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from backend.data_types import DataField
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@register_node(display_name="Median Background")
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class MedianBackground:
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"required": {
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"field": ("DATA_FIELD",),
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"radius": ("INT", {"default": 20, "min": 2, "max": 500, "step": 1}),
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"output": (["subtracted", "background"], {"default": "subtracted"}),
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}
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}
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OUTPUTS = (
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('DATA_FIELD', 'result'),
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)
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FUNCTION = "process"
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DESCRIPTION = (
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"Extract background using a local median filter and subtract it. "
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"The radius controls the filter window size — larger values capture "
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"broader background variations. More robust than polynomial leveling "
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"for surfaces with sparse tall features. "
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)
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def process(self, field: DataField, radius: int, output: str) -> tuple:
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data = np.asarray(field.data, dtype=np.float64)
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size = 2 * radius + 1
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background = median_filter(data, size=size)
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if output == "background":
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return (field.replace(data=background),)
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else:
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return (field.replace(data=data - background),)
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