update description

app.py

@@ -32,12 +32,11 @@ if model_name is not None:
     test_transforms = make_test_transforms(image_size)
 
     # Instructions
-    st.write("If you choose to upload an image, the attention map will be displayed.")
-    st.write("The attention map will highlight the regions of the image that the model is focusing on.")
-    st.write("The model is trained to focus on different parts of the salient objects in the image based on the dataset.")
+    st.write("If you choose to upload an image, the part assignment will be visualized. "
+             "The model is trained to discover parts of the salient objects in the image depending on the training dataset.")
     st.write("If you choose one of the CUB or NABirds models, please choose a bird image.")
     st.write("If you choose one of the Flower models, please choose a flower image.")
-    st.write("If you choose one of the PartImageNet models, please choose an images of classes from PartImageNet like land animals/birds/cars/bottles/airplanes.")
+    st.write("If you choose one of the PartImageNet models, please choose an image of classes from PartImageNet like land animals/birds/cars/bottles/airplanes.")
 
     image_name = st.file_uploader("Upload an image", type=["jpg", "jpeg", "png"])  # Upload an image
     if image_name is not None: