update

index.html

@@ -211,7 +211,7 @@ <h2 class="title is-2 has-text-centered">Abstract</h2>
         key noise areas identified by the video encoder.</li>
       <li><b>Noisy Speech</b>: Shows the spectrogram of audio generated by mixing clean speech with noise.</li>
       <li><b>Clean Speech</b>: Shows the spectrogram of audio from clean speech.</li>
-      <li><b>Conformer</b>: A hybrid model that combines convolutional neural networks and transformers, designed for
+      <li><b>MP-SENet</b>: A hybrid model that combines convolutional neural networks and transformers, designed for
         speech recognition and related tasks.</li>
       <li><b>
           <font color=#0000FF>VC-S<sup>2</sup>E (Ours)</font>
@@ -250,7 +250,7 @@ <h2 class="title is-2 has-text-centered">Demos</h2>
             </video>
           </div>
           <div class="media-item">
-            <div class="title-item">Conformer</div>
+            <div class="title-item">MP-SENet</div>
             <video controls>
               <source src="enhanced_audio_only/0.mp4" type="video/mp4">
             </video>
@@ -440,7 +440,7 @@ <h2 class="title is-2 has-text-centered">Demos</h2>
         <div class="buttons">
           <button onclick="switchImages('noisy_speech', 'Noisy speech')">Noisy speech</button>
           <button onclick="switchImages('clean_speech', 'Clean speech')">Clean speech</button>
-          <button onclick="switchImages('enhanced_audio_only', 'Conformer')">Conformer</button>
+          <button onclick="switchImages('enhanced_audio_only', 'MP-SENet')">MP-SENet</button>
           <button
             onclick="switchImages('enhanced_audio_video', '<b><font color=#0000FF>VC-S<sup>2</sup>E (Our)</font></b>')"><b>
               <font color=#0000FF>VC-S<sup>2</sup>E (Our)</font>
@@ -463,8 +463,8 @@ <h2 class="title is-2 has-text-centered">Demos</h2>
   <div class="markdown left-align">
     <h2 class="title is-2 has-text-centered">References</h2>
     <ol>
-      <li>Gulati, Anmol, et al. "Conformer: Convolution-augmented transformer for speech recognition." arXiv preprint
-        arXiv:2005.08100 (2020).</li>
+      <li>Lu, Ye-Xin, Yang Ai, and Zhen-Hua Ling. "MP-SENet: A speech enhancement model with parallel denoising of
+        magnitude and phase spectra." arXiv preprint arXiv:2305.13686 (2023).</li>
     </ol>
   </div>
   <br>