Update app.py
Browse files
app.py
CHANGED
@@ -9,8 +9,19 @@ def predict(img):
|
|
9 |
img = PILImage.create(img)
|
10 |
pred,pred_idx,probs = learn.predict(img)
|
11 |
prediction = str(pred)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
12 |
|
13 |
-
return prediction
|
14 |
|
15 |
|
16 |
|
|
|
9 |
img = PILImage.create(img)
|
10 |
pred,pred_idx,probs = learn.predict(img)
|
11 |
prediction = str(pred)
|
12 |
+
# Provide explanation based on the prediction
|
13 |
+
if pred == "cancer_positive":
|
14 |
+
explanation = "The model predicts that the image shows signs of cancer."
|
15 |
+
elif pred == "cancer_negative":
|
16 |
+
explanation = "The model predicts that the image does not show signs of cancer."
|
17 |
+
elif pred == "implant_cancer_positive":
|
18 |
+
explanation = "The model predicts that the image shows signs of implant-related cancer."
|
19 |
+
elif pred == "implant_cancer_negative":
|
20 |
+
explanation = "The model predicts that the image does not show signs of implant-related cancer."
|
21 |
+
else:
|
22 |
+
explanation = "Unknown prediction."
|
23 |
|
24 |
+
return prediction, explanation
|
25 |
|
26 |
|
27 |
|