Spaces:
Sleeping
Sleeping
Humza Ali
commited on
Upload app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from skimage import io
|
| 2 |
+
import base64
|
| 3 |
+
from tensorflow.keras.models import load_model
|
| 4 |
+
import numpy as np
|
| 5 |
+
import gradio
|
| 6 |
+
import moleimages
|
| 7 |
+
|
| 8 |
+
model = load_model("mymodel-2.h5")
|
| 9 |
+
|
| 10 |
+
def predict(input):
|
| 11 |
+
mimg = moleimages.MoleImages()
|
| 12 |
+
X = mimg.load_image(input)
|
| 13 |
+
y_pred = model.predict(X)
|
| 14 |
+
return {"Benign": float(y_pred[0][0]), "Malignant": float(1-y_pred[0][0])}
|
| 15 |
+
|
| 16 |
+
io = gradio.Interface(fn=predict, inputs='image', outputs='label', analytics_enabled=True,
|
| 17 |
+
title="Skin Cancer Detection FYP Model Demo", description="FYP Demo by FYP GROUP:- 20F-18 \n [Leader: Humza Ali \n | Members: Dilshad Hussain, Yasir Ali]")
|
| 18 |
+
io.launch()
|