Upload 5 files

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+bgs/bg5_blur.png filter=lfs diff=lfs merge=lfs -text
+bgs/bg5.png filter=lfs diff=lfs merge=lfs -text
+model/pneumonia_classifier.keras filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,54 @@
+import streamlit as st
+import os
+from PIL import Image
+import numpy as np
+import cv2
+from keras.models import load_model
+from util import set_background  
+
+bg = cv2.imread('./bgs/bg5.png')
+
+blurred_bg = cv2.GaussianBlur(bg, (15, 15), 0)
+
+cv2.imwrite('./bgs/bg5_blur.png', blurred_bg)
+
+# Set background
+set_background('./bgs/bg5_blur.png')
+
+# Set title and header
+st.title('🩺 Pneumonia Classifier Application')
+st.header('Upload a Chest X-ray Image')
+
+# Upload file
+file = st.file_uploader(
+    "Upload a chest X-ray image", 
+    type=['jpeg', 'jpg', 'png'],
+    label_visibility="visible"
+)
+
+# Load model
+model_path = os.path.join(os.path.dirname(__file__), 'model', 'pneumonia_classifier.keras')
+model = load_model(model_path)
+
+
+class_names = ['NORMAL', 'PNEUMONIA']
+
+# Display image and classify
+if file is not None:
+    image = Image.open(file).convert('L')  
+    st.image(image, caption="Uploaded X-ray", use_container_width=True)
+
+
+    img = np.array(image)
+    img = cv2.resize(img, (128, 128))
+    img = img / 255.0
+    img = np.expand_dims(img, axis=(0, -1))  
+
+    # Predict
+    prediction = model.predict(img)
+    class_idx = np.argmax(prediction)
+    confidence = np.max(prediction)
+
+    # Display results
+    st.write("## Prediction: {}".format(class_names[class_idx]))
+    st.write("### Confidence: {:.2f}%".format(confidence * 100))

model/pneumonia_classifier.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7853bb2d9df0bf44a6372c2a8af36575e7f07e4d8b73794d279a29531b2da6f
+size 39699420

pyproject.toml

@@ -0,0 +1,14 @@
+[project]
+name = "pneumonia-classifier-app"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "numpy>=2.3.4",
+    "opencv-python>=4.11.0.86",
+    "pillow>=12.0.0",
+    "scipy>=1.16.3",
+    "streamlit>=1.51.0",
+    "tensorflow>=2.20.0",
+]