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Consistency-TTA · Nov 22, 2023 · f8dfc56 · f8dfc56
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diff --git a/.gitignore b/.gitignore
@@ -1 +1,2 @@
 *.DS_Store
+replace.py
diff --git a/README.md b/README.md
@@ -7,7 +7,7 @@ The webpage includes a [demo page](https://consistency-tta.github.io/demo.html)
 The training and inference code will be added soon.
 
 
-### Main experiment result
+### Main Experiment results
 
 Our method reduce the computation of the core step of diffusion-based text-to-audio generation by a factor of 400, while observing minimal performance degradation in terms of Fréchet Audio Distance (FAD), Fréchet Distance (FD), KL Divergence, and CLAP Scores.
 
@@ -20,7 +20,7 @@ Our method reduce the computation of the core step of diffusion-based text-to-au
 [This benchmark](https://paperswithcode.com/sota/audio-generation-on-audiocaps) demonstrates how our single-step models stack up with previous methods, most of which mostly require hundreds of generation steps.
 
 
-### Cite our work (BibTeX)
+### Cite Our Work (BibTeX)
 
 ```bibtex
 @article{bai2023accelerating,

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diff --git a/compare_seed/seed_45510/output_9.wav b/compare_seed/seed_45510/output_9.wav
diff --git a/demo.html b/demo.html
@@ -37,7 +37,7 @@ <h3><b>Accelerating Diffusion-Based Text-to-Audio Generation with Consistency Di
             the consistency model without CLAP-fine-tuning, the diffusion baseline model, and the ground truth.</p>
         <p><b>The diffusion baseline queries the neural network 400 times per audio clip, 
             while the consistency models query a same-sized network only one time.</b></p>
-        <p>Since the models are not trained on speech data, we do not expect them to produce meaningful speeaches.</p>
+        <p>Since the models are not trained on speech data, we do not expect them to produce meaningful speeches.</p>
 
         <hr>
         <h3>Prompt 0</h3>
@@ -415,7 +415,7 @@ <h4>A telephone ringing with loud echo.</h4>
 
         <hr>
         <h3>Prompt 11</h3>
-        <h4>Released air hissing followed by a popping explosion then a metal ding persists as a person is laughing and a man is talking..</h4>
+        <h4>Released air hissing followed by a popping explosion then a metal ding persists as a person is laughing and a man is talking.</h4>
         <table>
             <tr>
                 <td class="demo-data">Consistency model</td>
@@ -483,7 +483,7 @@ <h4>Constant hissing with mean having conversation.</h4>
 
         <hr>
         <h3>Prompt 13</h3>
-        <h4>A missile launching followed by an explosion and metal screeching as a motor hums in the background..</h4>
+        <h4>A missile launching followed by an explosion and metal screeching as a motor hums in the background.</h4>
         <table>
             <tr>
                 <td class="demo-data">Consistency model</td>
@@ -993,7 +993,7 @@ <h4>A person speaks with distant humming and nearby clinking.</h4>
 
         <hr>
         <h3>Prompt 28</h3>
-        <h4>A dog whimpering followed by laughing and barking..</h4>
+        <h4>A dog whimpering followed by laughing and barking.</h4>
         <table>
             <tr>
                 <td class="demo-data">Consistency model</td>
@@ -1571,7 +1571,7 @@ <h4>A jackhammer drilling and vibrating continuously.</h4>
 
         <hr>
         <h3>Prompt 45</h3>
-        <h4>A train is passing by and sound its whistle..</h4>
+        <h4>A train is passing by and sound its whistle.</h4>
         <table>
             <tr>
                 <td class="demo-data">Consistency model</td>

diff --git a/diversity.html b/diversity.html
diff --git a/index.html b/index.html
@@ -99,6 +99,16 @@ <h2>Main Experiment Results</h2>
         </p>
     </section>
 
+    <section class="section">
+        <h2>Generation Diversity</h2>
+        <p>
+            Consistency models demonstrate non-trivial generation diversity, as do diffusion models.
+            In <a href="diversity.html">this page</a>, we present 50 groups of generations from
+            four different random seeds to demonstrate this diversity, showing that our method
+            combines the diversity of diffusion models and the efficiency of single-step models.
+        </p>
+    </section>
+
     <section class="section">
         <h2>BibTeX</h2>
         <div id="bibtex1" class="bibtex" onclick="copyToClipboard('bibtex1')">