Spaces:
Sleeping
Sleeping
Commit
·
0d798b8
1
Parent(s):
b7cb838
Update app.py
Browse files
app.py
CHANGED
@@ -1,7 +1,36 @@
|
|
1 |
import gradio as gr
|
|
|
|
|
|
|
2 |
|
3 |
-
|
4 |
-
|
|
|
5 |
|
6 |
-
|
7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
import gradio as gr
|
2 |
+
import cv2
|
3 |
+
from geti_sdk.deployment import Deployment
|
4 |
+
from geti_sdk.utils import show_image_with_annotation_scene
|
5 |
|
6 |
+
# Step 1: Load the deployment
|
7 |
+
deployment = Deployment.from_folder("deployment")
|
8 |
+
deployment.load_inference_models(device="CPU")
|
9 |
|
10 |
+
def resize_image(image, max_dimension):
|
11 |
+
height, width = image.shape[:2]
|
12 |
+
if max(height, width) <= max_dimension:
|
13 |
+
return image
|
14 |
+
if height > width:
|
15 |
+
new_height = max_dimension
|
16 |
+
new_width = int(width * (max_dimension / height))
|
17 |
+
else:
|
18 |
+
new_width = max_dimension
|
19 |
+
new_height = int(height * (max_dimension / width))
|
20 |
+
resized_image = cv2.resize(image, (new_width, new_height))
|
21 |
+
return resized_image
|
22 |
+
|
23 |
+
def infer(image=None):
|
24 |
+
if image is None:
|
25 |
+
return None
|
26 |
+
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
|
27 |
+
prediction = deployment.infer(image)
|
28 |
+
output = show_image_with_annotation_scene(cv2.cvtColor(image, cv2.COLOR_BGR2RGB), prediction, show_results=False)
|
29 |
+
output = cv2.cvtColor(output, cv2.COLOR_BGR2RGB)
|
30 |
+
# output = cv2.resize(output, (224, 224))
|
31 |
+
return output
|
32 |
+
|
33 |
+
gr.Interface(fn=infer,
|
34 |
+
inputs='image',
|
35 |
+
outputs='image',
|
36 |
+
examples=["eggsample1.png", "eggsample2.png"]).launch()
|