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<h2>Dayun Ju</h2>
<h3>BS Student</h3>
<h3>
<a href="https://micv.yonsei.ac.kr/home" target="_blank" rel="noopener">
<span><b>MICV Lab, Yonsei University</b></span>
</a>
</h3>
</div>
<td>
<br>
<a href="cv/CV_DayunJu.pdf" target="_blank"><b>CV</b></a>
| <a href="https://scholar.google.com/citations?user=5WxPsT4AAAAJ&hl=ko" target="_blank"><b>Google Scholar</b></a>
| <a href="https://github.com/jdy77" target="_blank"><i class="fa fa-github"></i></a>
| <a href="https://www.linkedin.com/in/dayun-ju-a3728b327/" target="_blank"><i class="fa fa-linkedin-square"></i></a>
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<div class="col-12 col-lg-8">
<br>
<p> <strong>Hello, Welcome!</strong></p> </p>
<p> My name is Dayun Ju, a senior majoring in Computer Science at <a href="https://www.yonsei.ac.kr/sc/" target="_blank" rel="noopener"><strong>Yonsei University</strong></a>.
<p> I am conducting research as an undergraduate researcher in the
<a href="https://micv.yonsei.ac.kr/home" target="_blank" rel="noopener"><strong>Medical Imaging & Computer Vision Lab</strong></a>,
advised by professor <a href="https://micv.yonsei.ac.kr/seongjae" target="_blank" rel="noopener"><strong>Seong Jae Hwang</strong></a>.
<p>My research interests include computer vision, unsupervised learning, open-vocabulary semantic segmentation,
and multi-modal image synthesis, particularly in the medical domain.</p>
<div class="row">
<div class="col-md-6">
<h3>Contact</h3>
<ul class="ul-contact fa-ul">
<li>
<i class="fa-li fas fa-envelope"></i>
<div class="description">
<p class="course">[email protected]</p>
</div>
</li>
<li>
<i class="fa-li fas fa-map-marker"></i>
<div class="description">
<p class="course">Engineering Research Park, Yonsei University, Seoul, Republic of Korea</p>
</div>
</li>
</ul>
</div>
<div class="col-md-6">
<h3>Education</h3>
<ul class="ul-edu fa-ul">
<li>
<i class="fa-li fas fa-graduation-cap"></i>
<div class="description">
<p class="course">BS in Computer Science, 2021~Present</p>
<p class="institution">Yonsei University, Seoul</p>
</div>
</li>
</ul>
</div>
</div>
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<section id="news" class="home-section wg-blank " style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h3>Recent News🎉</h3>
<ul>
<li> [Sep 2024] One paper has been selected as a <b>Spotlight</b>🔦(< 3.4%) at <b>MICCAI 2024</b>!</li>
<li> [Aug 2024] Iniciated research collaboration with <a href="https://scholar.google.com/citations?user=p9-ohHsAAAAJ&hl=en" target="_blank">Prof. Ming-Hsuan Yang</a> (Google DeepMind & UC Merced).</li>
<li> [Aug 2024] Our paper EAGLE🦅(CVPR 2024 Highlight) has been invited to be presented at KCCV 2024.</li>
<li> [May 2024] One paper has been <b>EARLY ACCEPTED</b> (< 11%) to <b>MICCAI 2024</b>!</li>
<li> [Mar 2024] One paper has been accepted to <b>CVPR 2024</b> as a <b>Highlight</b>💫(< 2.8%)!</li>
<li> [Sep 2023] Joined MICV Lab at Yonsei University as Undergraduate Researcher.</li>
</ul>
</div>
</div>
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</section>
<section id="experience" class="home-section wg-blank " style="padding: 10px 0 10px 0;" >
<div class="container">
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<div class="col-lg-12">
<h1>Research Experiences</h1>
<ul style="margin-top: 20px">
<li> <div style="float:left"><b>Medical Imaging & Computer Vision Lab</b>, Yonsei University, Seoul</div><div style="float:right">Mar 2023 - Present </div> <br>
Undergraduate Researcher <br>
</li>
</ul>
</div>
</div>
</div>
</section>
<section id="papers" class="home-section wg-papers " style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Publications</h1>
</div>
<div class="row">
<ul class="ul-papers">
<li>
<div class="img">
<img src="https://micv-yonsei.github.io/cxrl2024/static/images/result1.png" class="img-responsive" alt="" >
</div>
<div class="description">
<p class="title">Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning</p>
<p class="authors">Woojung Han*, Chanyoung Kim*, <b>Dayun Ju</b>, Yumin Shim, Seong Jae Hwang</p>
<p class="venue">MICCAI 2024 <span style="color:#dc143c">Spotlight</span> (Acceptance Rate < 3.4%)</p>
<p class="resources">
[
<a href="https://micv-yonsei.github.io/cxrl2024/" target="_blank">project</a> /
<a href="https://arxiv.org/abs/2403.06516" target="_blank">arXiv</a> /
<a href="https://github.com/MICV-yonsei/CXRL" target="_blank">code</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="https://github.com/MICV-yonsei/EAGLE/raw/main/img/mainfigure.png" class="img-responsive" alt="" style="margin-top: 20px; margin-bottom: 20px; background-color: white;">
</div>
<div class="description">
<p class="title">EAGLE🦅: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation</p>
<p class="authors">Chanyoung Kim*, Woojung Han*, <b>Dayun Ju</b>, Seong Jae Hwang</p>
<p class="venue">CVPR 2024 <span style="color:#dc143c">Highlight</span> (Acceptance Rate < 2.8%)</p>
<p class="authors"><span style="color:#dc143c">Short version at "Causal and Object-Centric Representations for Robotics" Workshop @ CVPR 2024</span></p>
<p class="resources">
[
<a href="https://micv-yonsei.github.io/eagle2024/" target="_blank">project</a> /
<a href="https://openaccess.thecvf.com/content/CVPR2024/html/Kim_EAGLE_Eigen_Aggregation_Learning_for_Object-Centric_Unsupervised_Semantic_Segmentation_CVPR_2024_paper.html" target="_blank">paper</a> /
<a href="https://arxiv.org/pdf/2403.01482.pdf" target="_blank">arXiv</a> /
<a href="https://github.com/MICV-yonsei/EAGLE" target="_blank">code</a>
]
</p>
</div>
</li>
</ul>
</div>
</div>
</div>
</section>
<section id="projects" class="home-section wg-blank " style="padding: 10px 0 10px 0;" ></section>
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Projects</h1>
</div>
<div class="row">
<ul class="ul-papers">
<li>
<div class="img">
<img src="project/project_tmd.png" class="img-responsive" alt="" style="margin-top: 15px; margin-bottom: 20px; background-color: white;">
</div>
<div class="description">
<p class="title">Detecting TMJ MRI Abnormalities Using TMJ Tomographic Imaging</p>
<p>Collaborated with the School of Dentistry🦷 to develop guidelines for TMD prevention using ML techniques</p>
<p>Won the <span style="color:#dc143c">Best Oral Presentation Award</span> at The American Academy of Orofacial Pain Conference 2024</p>
<p>Funded by <i>National Research Foundation of Korea (NRF)</i> and <i>Yonsei University</i></p>
</div>
</li>
<li>
<div class="img">
<img src="project/project_meetable.png" class="img-responsive" alt="" style="margin-top: 10px; background-color: white;">
</div>
<div class="description">
<p class="title">Meetable</p>
<p>Developed a web application that allows users to conveniently set meeting times</p>
<p>Contributed as a frontend developer using React.js</p>
<p>Funded by <i>Institute for Higher Education Innovation Yonsei University</i></p>
<p class="resources">
[
<a href="https://meetable.site/" target="_blank">site</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="project/project_altzheimer.png" class="img-responsive" alt="" style="margin-top: 2px; background-color: white;">
</div>
<div class="description">
<p class="title">Alzheimer’s Disease Classification</p>
<p>Designed and trained a model to classify the progression of Alzheimer’s disease using a Kaggle dataset</p>
<p>Compared the performance of models using ResNet18, EfficientNet-b0, and Transformer backbones</p>
<p class="resources">
[
<a href="https://www.kaggle.com/datasets/aryansinghal10/alzheimers-multiclass-dataset-equal-and-augmented" target="_blank">dataset</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="project/project_archery.png" class="img-responsive" alt="" style="margin-top: 2px; background-color: white;">
</div>
<div class="description">
<p class="title">3D Archery Game</p>
<p>Created an archery game in 3D for the final project in the “Computer Graphics” course</p>
<p>Contributed as a frontend developer using C++ and Blender</p>
<p class="resources">
[
<a href="https://cga.yonsei.ac.kr/courses/cgunderspring2024/exhibitions" target="_blank">exhibition</a> /
<a href="https://www.youtube.com/watch?v=nKNHJspK2rc" target="_blank">youtube</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="project/project_photo.png" class="img-responsive" alt="" style="margin-top: 20px; background-color: white;">
</div>
<div class="description">
<p class="title">Photo Classifier</p>
<p>Developed a web service to streamline photo categorization in group sharing scenarios</p>
<p>Utilized the pretrained insightface module (buffalo sc) for face detection</p>
<p>Presented at 1st YAI-CON</p>
<p class="resources">
[
<a href="https://www.instagram.com/p/Cn7Hir1P6BY/?img_index=1" target="_blank">card news</a> /
<a href="https://github.com/yeonjooooni/face_classifier" target="_blank">code</a> /
<a href="https://youtu.be/eu1kFUzikGE" target="_blank">youtube</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="project/project_unid.png" class="img-responsive" alt="" style="margin-top: 0px; background-color: white;">
</div>
<div class="description">
<p class="title">Uni-DTHON 2022 Organization</p>
<p>Organized a hackathon and datathon in collaboration with student councils from six universitiess</p>
<p> Managed the datathon track team, focusing on the development of models for dataset classification</p>
<p class="resources">
[
<a href="https://www.instagram.com/2024_uni_d/" target="_blank">instagram</a>
]
</p>
</div>
</li>
</ul>
</div>
</div>
</div>
</section>
<section id="programs" class="home-section wg-papers" style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Academic Programs</h1>
</div>
<div class="row">
<ul class="ul-papers">
<li>
<div class="img">
<img src="program/usc.jpg" class="img-responsive" alt="" >
</div>
<div class="description" style="margin-top: 10px;">
<p class="title">University of Southern California (USC) Summer Program</p>
<p>Participated as an undergraduate student in the summer of 2024</p>
<p>Completed courses in Artificial Intelligence and Data Science</p>
<p>Presented Alzheimer’s Disease Classification project</p>
</div>
</li>
<li>
<div class="img">
<img src="program/yai.jpg" class="img-responsive" alt="">
</div>
<div class="description" style="margin-top: 4px;">
<p class="title">Yonsei Artificial Intelligence Academic Club (YAI)</p>
<p>10th cohort member</p>
<p>Participated in projects which applied AI concepts</p>
<p>Studied AI basics and academic papers on CV, NLP, and Generative Models</p>
</div>
</li>
</ul>
</div>
</div>
</div>
</section>
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