Update Vocal Effects Generator title and add demo description with diagram

app.py

@@ -13,9 +13,8 @@ from modules.utils import chain_functions, vec2statedict, get_chunks
 from modules.fx import clip_delay_eq_Q
 
 
-space_md = """
-# Random Vocal Effects Generator
-
+title_md = "# Vocal Effects Generator"
+description_md = """
 This is a demo of the paper [DiffVox: A Differentiable Model for Capturing and Analysing Professional Effects Distributions](https://arxiv.org/abs/2504.14735), accepted at DAFx 2025.
 In this demo, you can upload a raw vocal audio file (in mono) and apply random effects to make it sound better!
 
@@ -142,11 +141,19 @@ def get_important_pcs(n=10, **kwargs):
 
 
 with gr.Blocks() as demo:
+    gr.Markdown(
+        title_md,
+        elem_id="title",
+    )
+    with gr.Row():
+        gr.Markdown(
+            description_md,
+            elem_id="description",
+        )
+        gr.Image("diffvox_diagram.png", elem_id="diagram")
+
     with gr.Row():
         with gr.Column():
-            gr.Markdown(
-                space_md,
-            )
             audio_input = gr.Audio(type="numpy", sources="upload", label="Input Audio")
             with gr.Row():
                 random_button = gr.Button(