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<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
<html><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Samples for Audio Denoising with Deep Network Priors</title>
<style type="text/css">
body, input, select, td, li, div, textarea, p {
font-size: 14px;
line-height: 16px;
font-family: verdana, arial, sans-serif;
}
body {
margin:5px;
background-color:white;
}
h1 {
font-size:16px;
font-weight:bold;
}
h2 {
font-size:14px;
font-weight:bold;
}
</style>
</head>
<body>
<h1 align="center"> Samples for Audio Denoising with Deep Network Priors</h1>
<p> A comparison of our unsupervised audio denoising based on deep network priors method with the classical unsupervised audio denoising baselines.</p>
<p> It seems that our results are cleaner and put less distortion to the speech signal compared to most unsupervised methods. </p>
<p> On the second table we present a comparison between our method to MMSE-LSA when the unvoiced parts at the edges of the clips are trimmed.</p>
<p> Our method seems indifferent to the change while MMSE-LSA suffers from voice distortions due the dependence on the noise statistics at the clip's beginning. </p>
<h2 align="left">Audio Demo on Evaluation subset: (better to use headphones)</h2>
<div>
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<tr>
<tr>
<th>Name</th>
<th>Noisy Sample</th>
<th>Clean Sample</th>
<th>Our - DNP</th>
<th>Connected-Frequency</th>
<th>Doblinger</th>
<th>Hirsch</th>
<th>IMCRA</th>
<th>Martin</th>
<th>MCRA</th>
<th>MCRA2</th>
<th>MMSE-LSA</th>
</tr>
<tr>
<th> p232_001 </th>
<td>
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<source src="wav_files/noisy_samples/p232_001.wav" type="audio/wav">
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<tr>
<th> p232_002 </th>
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</tr>
<tr>
<th> p232_003 </th>
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<tr>
<th> p232_005 </th>
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<tr>
<th> p232_006 </th>
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<tr>
<th> p257_001 </th>
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<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p257_001.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p257_002 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p257_002.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p257_003 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p257_003.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p257_004 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p257_004.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p232_017 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p232_017.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p232_019 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p232_019.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p232_020 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p232_020.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p232_021 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/doblinger/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/hirsch/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/imcra/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/martin/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/mcra2/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/log_mmse/p232_021.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
</tr>
<tr>
<th> p257_136 </th>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/noisy_samples/p257_136.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/trimmed/clean/p257_136.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/dnp/p257_136.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>
</td>
<td>
<audio controls style="width: 150px;">
<source src="wav_files/baselines/conn_freq/p257_136.wav" type="audio/wav">
Your browser does not support the audio element.
</audio>