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<a href="https://github.com/cwmok" class="github-corner"><svg width="80" height="80" viewBox="0 0 250 250" style="fill:#003366; color:#fff; position: absolute; top: 0; border: 0; right: 0;"><path d="M0,0 L115,115 L130,115 L142,142 L250,250 L250,0 Z"></path><path d="M128.3,109.0 C113.8,99.7 119.0,89.6 119.0,89.6 C122.0,82.7 120.5,78.6 120.5,78.6 C119.2,72.0 123.4,76.3 123.4,76.3 C127.3,80.9 125.5,87.3 125.5,87.3 C122.9,97.6 130.6,101.9 134.4,103.2" fill="currentColor" style="transform-origin: 130px 106px;" class="octo-arm"></path><path d="M115.0,115.0 C114.9,115.1 118.7,116.5 119.8,115.4 L133.7,101.6 C136.9,99.2 139.9,98.4 142.2,98.6 C133.8,88.0 127.5,74.4 143.8,58.0 C148.5,53.4 154.0,51.2 159.7,51.0 C160.3,49.4 163.2,43.6 171.4,40.1 C171.4,40.1 176.1,42.5 178.8,56.2 C183.1,58.6 187.2,61.8 190.9,65.4 C194.5,69.0 197.7,73.2 200.1,77.6 C213.8,80.2 216.3,84.9 216.3,84.9 C212.7,93.1 206.9,96.0 205.4,96.6 C205.1,102.4 203.0,107.8 198.3,112.5 C181.9,128.9 168.3,122.5 157.7,114.1 C157.9,116.9 156.7,120.9 152.7,124.9 L141.0,136.5 C139.8,137.7 141.6,141.9 141.8,141.8 Z" fill="currentColor" class="octo-body"></path></svg></a>
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<h1>Tony Chi Wing MOK</h1>
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<h3 style="color:#004477;">PhD in Computer Science and Engineering</h3>
<p>Department of Computer Science and Engineering,<br /> The Hong Kong University of Science and Technology,<br /> Clear Water Bay,<br /> Kowloon, Hong Kong</p>
<p>Email: cwmokab at connect dot ust dot hk</p>
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<h1 id="name">Tony Chi Wing MOK</h1>
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<h3 style="color:#004477;">Algorithm Engineer</h3>
<p>
Alibaba DAMO Academy, <br />Hangzhou, China</p>
<p>
Email: cwmokab at connect dot ust dot hk
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<h2>Biography</h2>
<p>
I am an Algorithm Engineer at Alibaba DAMO Academy, Hangzhou, China. Before that, I got my Ph.D. and BS degrees both from the Department of Computer Science and Engineering at the Hong Kong University of Science and Technology. My Ph.D. advisor is Prof. <a href="http://www.cse.ust.hk/~achung/">Albert Chi Shing CHUNG</a>. My research interests are in medical image registration, medical image analysis and deep learning.
</p>
<h2>News</h2>
<ul>
<li><p>[03/2024] One paper about Deformable Multi-Modality Medical Image Registration is accepted by CVPR 2024.</p>
</li>
<li><p>[10/2023] Our method "Deformable Medical Image Registration Under Distribution Shifts with Neural Instance Optimization" combined with LapIRN ranks 1<sup>st</sup> place in the MICCAI Learn2Reg 2023 challenge.</p>
</li>
<li><p>[09/2022] Our method "Unsupervised Deformable Image Registration with Absent Correspondences" combined with the instance optimization ranks 1<sup>st</sup> place in the the MICCAI BraTS-Reg 2022 challenge.</p>
</li>
<li><p>[06/2022] Our paper "Unsupervised Deformable Image Registration with Absent Correspondences in Pre-operative and Post-Recurrence Brain Tumor MRI Scans" is accepted by MICCAI 2022. </p>
</li>
<li><p>[03/2022] One paper about medical affine registration with vision transformer is accepted by CVPR 2022.</p>
</li>
<li><p>[09/2021] Our method "Conditional Deformable Image Registration with Convolutional Neural Network" ranks 1<sup>st</sup> place in the MICCAI Learn2Reg 2021 challenge.</p>
</li>
<li><p>[06/2021] Our paper "Conditional Deformable Image Registration with Convolutional Neural Network" is early accepted by MICCAI 2021. </p>
</li>
<li><p>[10/2020] Our method "Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks" ranks 1<sup>st</sup> place in the MICCAI Learn2Reg 2020 challenge.</p>
</li>
<li><p>[05/2020] One paper about image registration is accepted by MICCAI 2020.</p>
</li>
<li><p>[03/2020] One paper about diffeomorphic image registration is accepted by CVPR 2020.</p>
</li>
</ul>
<h2>Selected Publications <a href="https://scholar.google.com.hk/citations?user=DglezXoAAAAJ&hl=en" style="font-weight: normal;">[Google Scholar]</a></h2>
<ul>
<li><p> Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration <br /> <b>Tony C. W. Mok</b>, Zi Li, Yunhao Bai, Jianpeng Zhang, Wei Liu, Yan-Jie Zhou, Ke Yan, Dakai Jin, Yu Shi, Xiaoli Yin, Le Lu, Ling Zhang <br /> <i>IEEE Conference on Computer Vision and Pattern Recognition (<b>CVPR</b>)</i>, 2024. <br /> [<a href="https://arxiv.org/abs/2402.18933">arXiv</a>] </p>
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-031-45673-2_13">Deformable Medical Image Registration Under Distribution Shifts with Neural Instance Optimization</a> <br /> <b>Tony C. W. Mok</b>, Zi Li, Yingda Xia, Jiawen Yao, Ling Zhang, Jingren Zhou, Le Lu <br /> <i>International Workshop on Machine Learning in Medical Imaging (<b>MICCAI MLMI</b>)</i>, 2023. <b>[Oral Presentation]</b> <br /></p>
<font color="red">Ranked 1<sup>st</sup> place in the MICCAI Learn2Reg 2023 medical image registration challenge (with <a href="https://alison-brie.github.io/" style='color:red;'>Zi LI</a>)</font>
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-031-43999-5_64">Unsupervised 3D registration through optimization-guided cyclical self-training</a> <br /> Alexander Bigalke, Lasse Hansen, <b>Tony C. W. Mok</b>, Mattias P. Heinrich <br /> <i>Medical Image Computing and Computer Assisted Intervention (<b>MICCAI</b>)</i>, 2023. <br /> [<a href="https://arxiv.org/abs/2306.16997">arXiv</a>] [<a href="https://github.com/multimodallearning/reg-cyclical-self-train">code</a>]</p>
<!-- <font color="red">Ranked 1<sup>st</sup> place in the MICCAI Learn2Reg 2023 medical image registration challenge</font> -->
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</li>
</ul>
<ul>
<li><p><a href="https://arxiv.org/abs/2307.09727">SAMConvex: Fast Discrete Optimization for CT Registration using Self-supervised Anatomical Embedding and Correlation Pyramid</a> <br /> <a href="https://alison-brie.github.io/">Zi Li</a>, Lin Tian, <b>Tony C. W. Mok</b>, Xiaoyu Bai, Puyang Wang, Jia Ge, Jingren Zhou, Le Lu, Xianghua Ye, Ke Yan, Dakai Jin <br /> <i>Medical Image Computing and Computer Assisted Intervention (<b>MICCAI</b>)</i>, 2023. <br /> [<a href="https://arxiv.org/abs/2307.09727">arXiv</a>] [<a href="https://github.com/alibaba-damo-academy/samconvex">code</a>]</p>
<!-- <font color="red">Ranked 1<sup>st</sup> place in the MICCAI Learn2Reg 2023 medical image registration challenge</font> -->
<!-- <br> -->
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-031-16446-0_3">Unsupervised Deformable Image Registration with Absent Correspondences in Pre-operative and Post-Recurrence Brain Tumor MRI Scans</a> <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>Medical Image Computing and Computer Assisted Intervention (<b>MICCAI</b>)</i>, 2022. <br /> [<a href="https://arxiv.org/abs/2206.03900">arXiv</a>] [<a href="https://github.com/cwmok/DIRAC">code</a>]</p>
<font color="red">Ranked 1<sup>st</sup> place in the MICCAI BraTS-Reg 2022 Brain Tumor Sequence Registration Challenge</font>
<br>
</li>
</ul>
<!--[<a href="">arXiv (coming soon)</a>] [<a href="">code (coming soon)</a>]-->
<ul>
<li><p>Affine Medical Image Registration with Coarse-to-Fine Vision Transformer <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>IEEE Conference on Computer Vision and Pattern Recognition (<b>CVPR</b>)</i>, 2022. <br /> [<a href="https://arxiv.org/abs/2203.15216">arXiv</a>] [<a href="https://github.com/cwmok/C2FViT">code</a>]</p>
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-030-87202-1_4">Conditional Deformable Image Registration with Convolutional Neural Network</a> <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>Medical Image Computing and Computer Assisted Intervention (<b>MICCAI</b>)</i>, 2021. <b>[Oral Presentation]</b> <br />[<a href="https://arxiv.org/abs/2106.12673">arXiv</a>] [<a href="https://github.com/cwmok/Conditional_LapIRN">code</a>]</p>
<font color="red">Ranked 1<sup>st</sup> place in the MICCAI Learn2Reg 2021 medical image registration challenge</font>
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-030-59716-0_21">Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks</a> <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>Medical Image Computing and Computer Assisted Intervention (<b>MICCAI</b>)</i>, 2020. <b>[Oral Presentation]</b> <br /> [<a href="https://arxiv.org/abs/2006.16148">arXiv</a>] [<a href="https://github.com/cwmok/LapIRN">code</a>]</p>
<font color="red">Ranked 1<sup>st</sup> place in the MICCAI Learn2Reg 2020 medical image registration challenge</font>
<br>
</li>
</ul>
<ul>
<li><p>Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural Networks <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>IEEE Conference on Computer Vision and Pattern Recognition (<b>CVPR</b>)</i>, 2020. <br /> [<a href="https://arxiv.org/abs/2003.09514">arXiv</a>] [<a href="https://github.com/cwmok/Fast-Symmetric-Diffeomorphic-Image-Registration-with-Convolutional-Neural-Networks">code</a>]</p>
</li>
</ul>
<ul>
<li><p><a href="https://link.springer.com/chapter/10.1007/978-3-030-11723-8_7">Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks</a> <br /> <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>International MICCAI Brainlesion Workshop</i>, 2018. <b>[Oral Presentation]</b> <br /> [<a href="https://arxiv.org/abs/1805.11291">arXiv</a>]</p>
</li>
</ul>
<ul>
<li><p><a href="https://ieeexplore.ieee.org/document/8345227">3D Randomized connection network with graph-based label inference</a> <br /> Siqi Bao, Pei Wang, <b>Tony C. W. Mok</b>, Albert C. S. Chung <br /> <i>IEEE Transactions on Image Processing (<b>TIP</b>)</i>, 2018.</p>
</li>
</ul>
<div id="awards">
<h2>Honors & Awards</h2>
<table style="border-spacing:2px">
<tbody>
<tr><td>Learn2Reg: 2023 MICCAI Registration Challenge 1st place winner, 2023 </td></tr>
<tr><td>ICCV 2023 Outstanding Reviewer Award, 2023 </td></tr>
<tr><td><a href="https://conferences.miccai.org/2022/en/OUTSTANDING-REVIEWER-AWARDS.html">MICCAI 2022 Outstanding Reviewer Award (Top 12 out of 1242 reviewers), 2022</a></td></tr>
<tr><td><a href="https://www.miccai2021.org/en/MICCAI-2021-TRAVEL-AWARDS.html">MICCAI 2021 Student Travel Award, 2021</a></td></tr>
<tr><td><a href="https://www.miccai2021.org/en/MICCAI-2021-OUTSTANDING-REVIEWER-AWARDS.html">MICCAI 2021 Outstanding Reviewer Award (Honorable Mentions), 2021</a></td></tr>
<tr><td>BraTS-Reg: 2022 MICCAI Brain Tumor Sequence Registration Challenge 1st place winner, 2022 </td></tr>
<tr><td><a href="https://learn2reg.grand-challenge.org/Learn2Reg2021/">Learn2Reg: 2021 MICCAI Registration Challenge 1st place winner, 2021</a> </td></tr>
<tr><td><a href="https://learn2reg.grand-challenge.org/Learn2Reg2020/">Learn2Reg: 2020 MICCAI Registration Challenge 1st place winner, 2020</a> </td></tr>
<tr><td>First Class Honors, Hong Kong University of Science and Technology, 2017 </td></tr>
<tr><td>Dean’s List Award, Hong Kong University of Science and Technology, 2017 </td></tr>
<tr><td>Dean’s List Award, Hong Kong University of Science and Technology, 2016 </td></tr>
</tbody>
</table>
<br>
</div>
<!--
<h2>Teaching</h2>
<table id="tbTeaching" border="0" width="100%">
<tbody>
<tr>
<td>2019-2020 Spring</td><td>Teaching Assistant</td><td>CSIT5410 - Recognition Systems</td>
</tr>
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<td>2019-2020 Fall</td><td>Teaching Assistant</td><td>COMP4421 - Image Processing</td>
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<td>2018-2019 Fall</td><td>Teaching Assistant</td><td>COMP4421 - Image Processing</td>
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<td>2017-2018 Fall</td><td>Teaching Assistant</td><td>COMP4421 - Image Processing</td>
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<td>2017-2018 Fall</td><td>Teaching Assistant</td><td>CSIT5410 - Recognition Systems</td>
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<td>2017-2018 Spring</td><td>Teaching Assistant</td><td>MSBD5010 - Image Processing and Analysis</td>
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<td>2016-2017 Spring</td><td>Teaching Assistant</td><td>MSBD5010 - Image Processing and Analysis</td>
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