Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -5,4 +5,48 @@ import streamlit as st
|
|
| 5 |
import numpy as np
|
| 6 |
from PIL import Image
|
| 7 |
model=YOLO("best.pt")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 8 |
|
|
|
|
| 5 |
import numpy as np
|
| 6 |
from PIL import Image
|
| 7 |
model=YOLO("best.pt")
|
| 8 |
+
# Set the title of the app
|
| 9 |
+
st.title("Fire Detection App")
|
| 10 |
+
|
| 11 |
+
# Sidebar for input options
|
| 12 |
+
input_option = st.sidebar.selectbox("Select Input Method", ["Upload Image"])
|
| 13 |
+
|
| 14 |
+
if input_option == "Upload Image":
|
| 15 |
+
# Upload Image
|
| 16 |
+
uploaded_file = st.file_uploader("Choose an Image", type=["jpg", "jpeg", "png"])
|
| 17 |
+
|
| 18 |
+
if uploaded_file is not None:
|
| 19 |
+
# Open and display the uploaded image
|
| 20 |
+
img = Image.open(uploaded_file)
|
| 21 |
+
st.image(img, caption='User Image', use_column_width=True)
|
| 22 |
+
|
| 23 |
+
# Convert the image to a numpy array
|
| 24 |
+
img_np = np.array(img)
|
| 25 |
+
|
| 26 |
+
# Make predictions
|
| 27 |
+
results = model.predict(source=img_np, conf=0.5) # Adjust confidence threshold as needed
|
| 28 |
+
|
| 29 |
+
# Variable to check if fire is detected
|
| 30 |
+
fire_detected = False
|
| 31 |
+
|
| 32 |
+
# Draw bounding boxes on the image
|
| 33 |
+
for result in results:
|
| 34 |
+
boxes = result.boxes.xyxy # Bounding boxes
|
| 35 |
+
for box in boxes:
|
| 36 |
+
x1, y1, x2, y2 = box[:4].astype(int)
|
| 37 |
+
img_np = cv2.rectangle(img_np, (x1, y1), (x2, y2), (0, 255, 0), 2)
|
| 38 |
+
|
| 39 |
+
# Check if the detected class is "fire" (adjust based on your model's class mapping)
|
| 40 |
+
class_id = int(box[5]) # Assuming class ID is at the 6th position
|
| 41 |
+
if class_id == 0: # Replace 0 with the actual class ID for fire if different
|
| 42 |
+
fire_detected = True
|
| 43 |
+
|
| 44 |
+
# Show the resulting image with bounding boxes
|
| 45 |
+
st.image(img_np, caption='Detected Fire', use_column_width=True)
|
| 46 |
+
|
| 47 |
+
# Display message based on fire detection
|
| 48 |
+
if fire_detected:
|
| 49 |
+
st.success("🔥 Fire Detected!")
|
| 50 |
+
else:
|
| 51 |
+
st.warning("No Fire Detected.")
|
| 52 |
|