Spaces:
Runtime error
Runtime error
ChandraP12330
commited on
Commit
•
2edac28
1
Parent(s):
3d4331f
Update app.py
Browse files
app.py
CHANGED
@@ -1,49 +1,16 @@
|
|
1 |
import streamlit as st
|
2 |
-
from transformers import CLIPProcessor, CLIPModel
|
3 |
-
import torch
|
4 |
-
from PIL import Image
|
5 |
-
import io
|
6 |
|
7 |
-
#
|
8 |
-
|
9 |
-
clip_processor = CLIPProcessor.from_pretrained("openai/clip-vit-large-patch14")
|
10 |
|
11 |
-
#
|
12 |
-
|
13 |
|
14 |
-
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
-
|
19 |
-
|
20 |
-
|
21 |
-
|
22 |
-
with torch.no_grad():
|
23 |
-
logits_per_image = clip_model(**inputs)[0]
|
24 |
-
probs = logits_per_image.softmax(dim=-1)
|
25 |
-
|
26 |
-
# Get the top predicted label
|
27 |
-
top_prob, top_label = torch.max(probs, dim=-1)
|
28 |
-
top_label = labels[top_label.item()]
|
29 |
-
|
30 |
-
return top_label
|
31 |
-
|
32 |
-
def main():
|
33 |
-
st.title("Image Classification")
|
34 |
-
|
35 |
-
# Upload image
|
36 |
-
uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"])
|
37 |
-
|
38 |
-
if uploaded_file is not None:
|
39 |
-
# Display the uploaded image
|
40 |
-
image = st.image(uploaded_file, caption="Uploaded Image", use_column_width=True)
|
41 |
-
|
42 |
-
# Classify the image
|
43 |
-
if st.button("Classify Image"):
|
44 |
-
with st.spinner("Classifying image..."):
|
45 |
-
top_label = classify_image(uploaded_file.getvalue())
|
46 |
-
st.success(f"Top Predicted Label: {top_label}")
|
47 |
-
|
48 |
-
if __name__ == "__main__":
|
49 |
-
main()
|
|
|
1 |
import streamlit as st
|
|
|
|
|
|
|
|
|
2 |
|
3 |
+
# Title
|
4 |
+
st.title("Image Display App")
|
|
|
5 |
|
6 |
+
# Input field for URL
|
7 |
+
image_url = st.text_input("Enter the URL of the image:")
|
8 |
|
9 |
+
# Display image if a valid URL is provided
|
10 |
+
if image_url:
|
11 |
+
try:
|
12 |
+
st.image(image_url, caption="Uploaded Image")
|
13 |
+
except Exception as e:
|
14 |
+
st.error(f"Error: {e}")
|
15 |
+
else:
|
16 |
+
st.warning("Please enter a valid image URL.")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|