diff --git a/deepcalib/index.html b/deepcalib/index.html
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+++ b/deepcalib/index.html
@@ -5,7 +5,7 @@
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-    <title>A Perceptual Measure for Deep Single Image Camera and Lens Calibration</title>
+    <title>A Deep Perceptual Measure for Lens and Camera Calibration</title>
 
     <!-- Bootstrap core CSS -->
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@@ -30,7 +30,7 @@
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                 <ul class="nav navbar-nav navbar-right">
-                    <li><a href="#paper">Paper (arXiv'22)</a></li>
+                    <li><a href="#paper">TPAMI'23</a></li>
                     <li><a href="#demo">Live demo</a></li>
                     <li><a href="#old">CVPR'18</a></li>
                 </ul>
@@ -76,16 +76,12 @@ <h2 class="section-heading">Paper (TPAMI 2023 version)</h2>
 
                     A Deep Perceptual Measure for Lens and Camera Calibration <br/>
 
+		    IEEE Transactions on Pattern Analysis and Machine Intelligence, <i>to appear</i>, 2023 <br/>
+
                     [<a href="https://arxiv.org/abs/2208.12300">arXiv pre-print</a>]
 
                     <br><br>
 
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- -->
                     <h4>Supplementary material</h4>
 
                     We provide additional results in <a href="./supp_mat/main_supp.pdf">this supplementary document</a>.
@@ -136,7 +132,7 @@ <h2 class="section-heading">Paper (CVPR 2018 version)</h2>
 
                     IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. <br/>
 
-                    [<a href="https://arxiv.org/abs/1712.01259">arXiv pre-print</a>] [BibTeX coming soon] 
+                    [<a href="https://arxiv.org/abs/1712.01259">arXiv pre-print</a>]
 
                     <br><br>