modify app

app.py

@@ -156,17 +156,17 @@ def update_ito_output(all_results, selected_step):
 with gr.Blocks() as demo:
     gr.Markdown("# ITO-Master: Inference Time Optimization for Mastering Style Transfer")
     with gr.Row():
-        gr.Markdown(r"Demo of Inference Time Optimization (ITO) for Music Mastering Style Transfer.\n \
-                    The mastering style transfer is performed by a differentiable audio processing model, and the predicted parameters are shown as the output.\n \
-                    Perform mastering style transfer with an input source audio and a reference mastering style audio. On top of this result, you can perform ITO to optimize the reference embedding $z_\text{ref}$ to further gain control over the output mastering style.")
+        gr.Markdown("Demo of Inference Time Optimization (ITO) for Music Mastering Style Transfer. \
+                    The mastering style transfer is performed by a differentiable audio processing model, and the predicted parameters are shown as the output. \
+                    Perform mastering style transfer with an input source audio and a reference mastering style audio. On top of this result, you can perform ITO to optimize the reference embedding \(z_\text{ref}\) to further gain control over the output mastering style.")
         gr.Image("ito_snow.png", width=350)
 
     gr.Markdown("# Step 1: Mastering Style Transfer")
 
     with gr.Tab("Upload Audio"):
         with gr.Row():
-            input_audio = gr.Audio(label=r"Source Audio ($x_\text{in}$)")
-            reference_audio = gr.Audio(label="Reference Style Audio ($x_\\text{ref}$)")
+            input_audio = gr.Audio(label=r"Source Audio (\(x_\text{in}\))")
+            reference_audio = gr.Audio(label="Reference Style Audio (\(x_\text{ref}\))")
         
         process_button = gr.Button("Process Mastering Style Transfer")