Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,54 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import subprocess
|
| 3 |
+
import os
|
| 4 |
+
import shutil
|
| 5 |
+
import uuid
|
| 6 |
+
import zipfile
|
| 7 |
+
|
| 8 |
+
def run_segmentation(uploaded_file, modality):
|
| 9 |
+
job_id = str(uuid.uuid4())
|
| 10 |
+
input_filename = f"input_{job_id}.nii.gz"
|
| 11 |
+
output_folder = f"segmentations_{job_id}"
|
| 12 |
+
|
| 13 |
+
with open(input_filename, "wb") as f:
|
| 14 |
+
f.write(uploaded_file.read())
|
| 15 |
+
|
| 16 |
+
command = ["TotalSegmentator", "-i", input_filename, "-o", output_folder]
|
| 17 |
+
if modality == "MR":
|
| 18 |
+
command.extend(["--task", "total_mr"])
|
| 19 |
+
|
| 20 |
+
try:
|
| 21 |
+
subprocess.run(command, check=True)
|
| 22 |
+
except subprocess.CalledProcessError as e:
|
| 23 |
+
return f"Error during segmentation: {e}"
|
| 24 |
+
|
| 25 |
+
zip_filename = f"segmentations_{job_id}.zip"
|
| 26 |
+
with zipfile.ZipFile(zip_filename, "w", zipfile.ZIP_DEFLATED) as zipf:
|
| 27 |
+
for root, dirs, files in os.walk(output_folder):
|
| 28 |
+
for file in files:
|
| 29 |
+
file_path = os.path.join(root, file)
|
| 30 |
+
arcname = os.path.relpath(file_path, output_folder)
|
| 31 |
+
zipf.write(file_path, arcname)
|
| 32 |
+
|
| 33 |
+
os.remove(input_filename)
|
| 34 |
+
shutil.rmtree(output_folder)
|
| 35 |
+
|
| 36 |
+
return zip_filename
|
| 37 |
+
|
| 38 |
+
with gr.Blocks() as demo:
|
| 39 |
+
gr.Markdown("# TotalSegmentator Gradio App")
|
| 40 |
+
gr.Markdown(
|
| 41 |
+
"Upload a CT or MR image (in NIfTI format) and run segmentation using TotalSegmentator. "
|
| 42 |
+
"For MR images, the task flag is set accordingly."
|
| 43 |
+
)
|
| 44 |
+
|
| 45 |
+
with gr.Row():
|
| 46 |
+
uploaded_file = gr.File(label="Upload NIfTI Image (.nii.gz)")
|
| 47 |
+
modality = gr.Radio(choices=["CT", "MR"], label="Select Image Modality", value="CT")
|
| 48 |
+
|
| 49 |
+
output_file = gr.File(label="Download Segmentation Output (zip)")
|
| 50 |
+
|
| 51 |
+
run_btn = gr.Button("Run Segmentation")
|
| 52 |
+
run_btn.click(fn=run_segmentation, inputs=[uploaded_file, modality], outputs=output_file)
|
| 53 |
+
|
| 54 |
+
demo.launch()
|