Spaces:
Runtime error
Runtime error
Upload 5 files
Browse filesUPLOADED 5 FILES
- CNN_CIFAR10.ipynb +0 -0
- app.py +36 -0
- cnn_cifar10_model.h5 +3 -0
- requirements.txt +5 -0
- space.yml +3 -0
CNN_CIFAR10.ipynb
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
app.py
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# app.py : Streamlit Web App for CNN Image Classification
|
| 2 |
+
|
| 3 |
+
import streamlit as st
|
| 4 |
+
import tensorflow as tf
|
| 5 |
+
import numpy as np
|
| 6 |
+
from PIL import Image
|
| 7 |
+
|
| 8 |
+
# Load trained model
|
| 9 |
+
model = tf.keras.models.load_model("cnn_cifar10_model.h5")
|
| 10 |
+
|
| 11 |
+
# CIFAR-10 class labels
|
| 12 |
+
class_names = ['Airplane','Automobile','Bird','Cat','Deer',
|
| 13 |
+
'Dog','Frog','Horse','Ship','Truck']
|
| 14 |
+
|
| 15 |
+
# Streamlit App UI
|
| 16 |
+
st.title("🖼️ CIFAR-10 Image Classifier")
|
| 17 |
+
st.write("Upload an image (32x32 or larger) to classify it into one of 10 classes.")
|
| 18 |
+
|
| 19 |
+
# File uploader
|
| 20 |
+
uploaded_file = st.file_uploader("Choose an image...", type=["jpg","jpeg","png"])
|
| 21 |
+
|
| 22 |
+
if uploaded_file is not None:
|
| 23 |
+
# Show uploaded image
|
| 24 |
+
img = Image.open(uploaded_file)
|
| 25 |
+
st.image(img, caption="Uploaded Image", width=150)
|
| 26 |
+
|
| 27 |
+
# Preprocess image
|
| 28 |
+
img = img.resize((32,32))
|
| 29 |
+
img_array = np.array(img)/255.0
|
| 30 |
+
img_array = np.expand_dims(img_array, axis=0)
|
| 31 |
+
|
| 32 |
+
# Prediction
|
| 33 |
+
prediction = model.predict(img_array)
|
| 34 |
+
pred_class = class_names[np.argmax(prediction)]
|
| 35 |
+
|
| 36 |
+
st.write(f"🎯 **Predicted Class:** {pred_class}")
|
cnn_cifar10_model.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a02b1abb1097ee8fb18d37e49009e247309195510d70dfbfc389cdfef7c7b9a1
|
| 3 |
+
size 1518296
|
requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
streamlit
|
| 2 |
+
tensorflow
|
| 3 |
+
numpy
|
| 4 |
+
pillow
|
| 5 |
+
matplotlib
|
space.yml
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sdk: streamlit
|
| 2 |
+
python_version: "3.9"
|
| 3 |
+
app_file: app.py
|