Spaces:
Running
Running
dennistrujillo
commited on
Commit
•
a2df67a
1
Parent(s):
bd76685
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,54 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import numpy as np
|
3 |
+
import nrrd
|
4 |
+
import matplotlib.pyplot as plt
|
5 |
+
import io
|
6 |
+
from PIL import Image
|
7 |
+
|
8 |
+
# Set Matplotlib to use the 'Agg' backend
|
9 |
+
plt.switch_backend('Agg')
|
10 |
+
|
11 |
+
def load_nrrd(file_path):
|
12 |
+
data, _ = nrrd.read(file_path.name)
|
13 |
+
num_slices = data.shape[2]
|
14 |
+
return data, num_slices
|
15 |
+
|
16 |
+
def visualize_slice(file_path, slice_index):
|
17 |
+
data, num_slices = load_nrrd(file_path)
|
18 |
+
|
19 |
+
# Ensure the slice index is within the range of available slices
|
20 |
+
slice_index = min(max(0, slice_index), num_slices - 1)
|
21 |
+
|
22 |
+
slice_image = data[:, :, slice_index]
|
23 |
+
|
24 |
+
# Plot the slice
|
25 |
+
fig, ax = plt.subplots()
|
26 |
+
ax.imshow(slice_image, cmap='gray')
|
27 |
+
plt.axis('off')
|
28 |
+
|
29 |
+
# Convert matplotlib figure to PIL Image
|
30 |
+
buf = io.BytesIO()
|
31 |
+
fig.savefig(buf, format='png')
|
32 |
+
plt.close(fig)
|
33 |
+
buf.seek(0)
|
34 |
+
pil_img = Image.open(buf)
|
35 |
+
|
36 |
+
return pil_img
|
37 |
+
|
38 |
+
def update_slider(file_path):
|
39 |
+
_, num_slices = load_nrrd(file_path)
|
40 |
+
return gr.update(maximum=num_slices-1, value=0)
|
41 |
+
|
42 |
+
with gr.Blocks() as app:
|
43 |
+
gr.Markdown("## NRRD Slice Visualizer")
|
44 |
+
gr.Markdown("Upload an NRRD file and use the slider to select and visualize slices.")
|
45 |
+
|
46 |
+
file_input = gr.File(label="Upload NRRD File")
|
47 |
+
slider = gr.Slider(minimum=0, maximum=1, step=1, value=0, label="Slice Selector")
|
48 |
+
image_output = gr.Image(type="pil", label="Selected Slice")
|
49 |
+
|
50 |
+
file_input.change(fn=update_slider, inputs=file_input, outputs=slider)
|
51 |
+
file_input.change(fn=visualize_slice, inputs=[file_input, slider], outputs=image_output)
|
52 |
+
slider.change(fn=visualize_slice, inputs=[file_input, slider], outputs=image_output)
|
53 |
+
|
54 |
+
app.launch()
|