Spaces:
Runtime error
Runtime error
Kyle Dampier commited on
Commit ·
f213495
1
Parent(s): 4789c9d
added comments and expander of the resized image
Browse files
app.py
CHANGED
|
@@ -36,17 +36,21 @@ canvas_result = st_canvas(
|
|
| 36 |
|
| 37 |
if canvas_result.image_data is not None:
|
| 38 |
|
|
|
|
| 39 |
im = ImageOps.grayscale(Image.fromarray(canvas_result.image_data.astype(
|
| 40 |
'uint8'), mode="RGBA")).resize((28, 28))
|
| 41 |
|
|
|
|
| 42 |
data = img_to_array(im)
|
| 43 |
data = data / 255
|
| 44 |
data = data.reshape(1, 28, 28, 1)
|
| 45 |
data = data.astype('float32')
|
| 46 |
|
|
|
|
| 47 |
st.write('### Predicted Digit')
|
| 48 |
prediction = model.predict(data)
|
| 49 |
|
|
|
|
| 50 |
result = plt.figure(figsize=(12, 3))
|
| 51 |
plt.bar(range(10), prediction[0])
|
| 52 |
plt.xticks(range(10))
|
|
@@ -56,6 +60,8 @@ if canvas_result.image_data is not None:
|
|
| 56 |
plt.ylim(0, 1)
|
| 57 |
st.write(result)
|
| 58 |
|
| 59 |
-
|
| 60 |
-
st.
|
| 61 |
-
|
|
|
|
|
|
|
|
|
| 36 |
|
| 37 |
if canvas_result.image_data is not None:
|
| 38 |
|
| 39 |
+
# Get image data from canvas
|
| 40 |
im = ImageOps.grayscale(Image.fromarray(canvas_result.image_data.astype(
|
| 41 |
'uint8'), mode="RGBA")).resize((28, 28))
|
| 42 |
|
| 43 |
+
# Convert image to array and reshape
|
| 44 |
data = img_to_array(im)
|
| 45 |
data = data / 255
|
| 46 |
data = data.reshape(1, 28, 28, 1)
|
| 47 |
data = data.astype('float32')
|
| 48 |
|
| 49 |
+
# Predict digit
|
| 50 |
st.write('### Predicted Digit')
|
| 51 |
prediction = model.predict(data)
|
| 52 |
|
| 53 |
+
# Plot prediction
|
| 54 |
result = plt.figure(figsize=(12, 3))
|
| 55 |
plt.bar(range(10), prediction[0])
|
| 56 |
plt.xticks(range(10))
|
|
|
|
| 60 |
plt.ylim(0, 1)
|
| 61 |
st.write(result)
|
| 62 |
|
| 63 |
+
# Show resized image
|
| 64 |
+
with st.expander('Show Resized Image'):
|
| 65 |
+
st.write("The image needs to be resized, because it can only input 28x28 images")
|
| 66 |
+
st.image(im, caption='Resized Image', width=28*9)
|
| 67 |
+
|