Spaces:
Sleeping
Sleeping
add everything
Browse files
app.py
CHANGED
@@ -1,15 +1,69 @@
|
|
1 |
import gradio as gr
|
2 |
import openslide
|
3 |
|
|
|
|
|
4 |
|
5 |
-
|
6 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
|
8 |
|
9 |
demo = gr.Interface(
|
10 |
fn=process,
|
11 |
-
inputs=
|
12 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
13 |
title="Reverse Text",
|
14 |
description="Reverses the text entered by the user",
|
15 |
|
|
|
1 |
import gradio as gr
|
2 |
import openslide
|
3 |
|
4 |
+
from PIL import Image, ImageDraw
|
5 |
+
from xml.etree import ElementTree as ET
|
6 |
|
7 |
+
# accept slide thumbnail, x, y and annotation
|
8 |
+
def get_mask_from_xml(xml_path, image_size, image_shrinking_factor):
|
9 |
+
tree = ET.parse(xml_path)
|
10 |
+
root = tree.getroot()
|
11 |
+
image = Image.new("L", image_size, "white")
|
12 |
+
draw = ImageDraw.Draw(image)
|
13 |
+
draw.fill = True
|
14 |
+
label2grayscale_color = {"bg": 0, "tissue": 1, "tisuue": 1}
|
15 |
+
for i in root[0]:
|
16 |
+
annotation_type = i.attrib["Type"]
|
17 |
+
annotation_label = i.attrib["PartOfGroup"]
|
18 |
+
# there is roi rectangle
|
19 |
+
if annotation_type not in ["Spline", "Polygon", "Rectangle"]:
|
20 |
+
print(f"Annotation type must be either Spline, Rectangle or Polygon but found: {annotation_type}")
|
21 |
+
continue
|
22 |
+
|
23 |
+
if annotation_label not in label2grayscale_color:
|
24 |
+
print(f"Annotation label must be either tissue or bg but found: {annotation_label}")
|
25 |
+
continue
|
26 |
+
|
27 |
+
coordinates = [(i.attrib["X"], i.attrib["Y"]) for i in i[0]]
|
28 |
+
coordinates = [(str2float(x), str2float(y)) for x, y in coordinates]
|
29 |
+
coordinates = [(x*image_shrinking_factor, y*image_shrinking_factor) for x, y in coordinates]
|
30 |
+
|
31 |
+
if annotation_type in ["Spline", "Polygon"]:
|
32 |
+
draw.polygon(coordinates, fill=label2grayscale_color[annotation_label])
|
33 |
+
elif annotation_type == "Rectangle":
|
34 |
+
# ^
|
35 |
+
# | point 1 is bigger than point 3
|
36 |
+
# | 0 1
|
37 |
+
# | 3 2
|
38 |
+
# |------->
|
39 |
+
draw.rectangle([coordinates[3], coordinates[1]], fill=label2grayscale_color[annotation_label])
|
40 |
+
# if annotation_type == "Spline":
|
41 |
+
# draw.line(coordinates, fill=label2grayscale_color[annotation_label], width=1)
|
42 |
+
# elif annotation_type == "Polygon":
|
43 |
+
# draw.polygon(coordinates, fill=label2grayscale_color[annotation_label])
|
44 |
+
return image
|
45 |
+
|
46 |
+
|
47 |
+
# output as png or npy
|
48 |
+
def process(x, y, annotation_size, annotation):
|
49 |
+
image_shrinking_factor = annotation_size / min(x, y)
|
50 |
+
|
51 |
+
# get thumbnail
|
52 |
+
image = get_mask_from_xml(annotation, (annotation_size, annotation_size), image_shrinking_factor)
|
53 |
+
image.save("mask.png")
|
54 |
+
return "mask.png"
|
55 |
|
56 |
|
57 |
demo = gr.Interface(
|
58 |
fn=process,
|
59 |
+
inputs=[
|
60 |
+
# gr.File(label="Slide thumbnail", type="file", accept=".png"),
|
61 |
+
gr.Number(label="X", default=10_000),
|
62 |
+
gr.Number(label="Y", default=10_000),
|
63 |
+
gr.Number(label="Thumbnail size", default=500),
|
64 |
+
gr.File(label="ASAP Annotation", type="file", accept=".xml"),
|
65 |
+
],
|
66 |
+
outputs="image",
|
67 |
title="Reverse Text",
|
68 |
description="Reverses the text entered by the user",
|
69 |
|