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Prgckwb
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645c144
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Parent(s):
ad211ff
Init
Browse files- app.py +70 -0
- requirements.txt +6 -0
app.py
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import gradio as gr
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import numpy as np
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import polars as pl
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import pydicom
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from PIL import Image
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def read_and_preprocess_dicom(file_path: str):
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"""
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Function to read and preprocess DICOM files
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:param file_path: Path to the DICOM file
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:return: Image data (in PIL format) and metadata (in pandas DataFrame format)
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"""
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# Read the DICOM file
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dicom_data = pydicom.dcmread(file_path)
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# Get the pixel data
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pixel_array = dicom_data.pixel_array
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# Normalize the pixel data to 8-bit and convert to a PIL image
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if pixel_array.dtype != np.uint8:
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pixel_array = ((pixel_array - np.min(pixel_array)) / (np.max(pixel_array) - np.min(pixel_array)) * 255).astype(
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np.uint8)
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image = Image.fromarray(pixel_array)
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# Collect metadata in dictionary format and convert to DataFrame
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metadata_dict = {elem.name: str(elem.value) for elem in dicom_data.iterall() if elem.name != 'Pixel Data'}
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df_metadata = pl.DataFrame({
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"Key": list(metadata_dict.keys()),
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"Value": list(metadata_dict.values())
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})
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return image, df_metadata.to_pandas() # Convert to pandas DataFrame for Gradio compatibility
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def build_interface():
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"""
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Function to build the Gradio interface
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"""
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theme = gr.themes.Soft(
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primary_hue=gr.themes.colors.emerald,
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secondary_hue=gr.themes.colors.emerald
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)
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with gr.Blocks(title='DICOM Viewer', theme=theme) as demo:
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gr.Markdown(
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"""
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# DICOM Viewer
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This app reads a DICOM file and displays the image and metadata.
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"""
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)
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with gr.Column():
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file_path = gr.File(label="Input DICOM Data")
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with gr.Row():
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dicom_image = gr.Image(type="pil", label="DICOM Image")
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dicom_meta = gr.Dataframe(headers=None, label="Metadata")
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inputs = [file_path]
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outputs = [dicom_image, dicom_meta]
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file_path.upload(fn=read_and_preprocess_dicom, inputs=inputs, outputs=outputs)
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clear_button = gr.ClearButton(components=inputs + outputs, )
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return demo
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if __name__ == '__main__':
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demo = build_interface()
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demo.launch()
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requirements.txt
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pydicom
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matplotlib
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numpy
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polars
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pandas
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Pillow
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