Update app.py

app.py

@@ -27,6 +27,9 @@ def get_nearest_64(gender, ethnicity, model, no):
     return image, list(zip(neighbor_images, neighbor_captions))
 
 with gr.Blocks() as demo:
+    gr.Markdown("# BoVW Nearest Neighbors")
+    gr.Markdown("### TF-IDF index of the `identities` dataset of images generated by 3 models using a visual vocabulary of 10,752 words.")
+    gr.Markdown("#### Choose one of the generated identity images to see its nearest neighbors according to a bag-of-visual-words model.")
     with gr.Row():
         with gr.Column():
             gender = gr.Radio(gender_labels, label="Gender label")