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<!DOCTYPE html>
<html lang="en" itemscope itemtype="http://schema.org/WebPage">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<link rel="apple-touch-icon" sizes="76x76" href="./assets/img/apple-icon.png">
<link rel="icon" type="image/png" href="./assets/img/favicon.png" style="border-radius:2rem;">
<title> KMU MI LAB </title>
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<!-- Navbar -->
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<div class="container">
<h6 style="width:10rem; color:white;">
KMU MI LAB
</h6>
<div class="collapse navbar-collapse w-100 pt-3 pb-2 py-lg-0 ms-lg-12 ps-lg-5" id="navigation">
<ul class="navbar-nav navbar-nav-hover w-100" style="margin-left:12%;">
<li class="nav-item dropdown dropdown-hover mx-2 ms-lg-6">
<a class="scroll_move" href="#research">
<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">RESEARCH</i>
</a>
</li>
<li class="nav-item dropdown dropdown-hover mx-2">
<a class="scroll_move" href="#notice">
<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">NOTICE</i>
</a>
</li>
<li class="nav-item dropdown dropdown-hover mx-2" >
<a class="scroll_move" href="#people">
<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">PEOPLE</i>
</a>
</li>
<li class="nav-item dropdown dropdown-hover mx-2">
<a class="scroll_move" href="#publication">
<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">PUBLICATIONS</i>
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<li class="nav-item dropdown dropdown-hover mx-2">
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<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">CONTACT</i>
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<div class="col-lg-7 text-center mx-auto">
<h1 class="text-white pt-3 mt-n5">Machine Intelligence Laboratory</h1>
<p class="lead text-white mt-3">국민대학교 인공지능 연구실 <br/> Looking for the brightest people to navigate advanced AI together! </p>
</div>
</div>
</div>
</div>
</header>
<div class="card card-body blur shadow-blur mx-3 mx-md-4 mt-n6">
<section class="page-section" id="research">
<div class="container">
<div class="row">
<div class="col-lg-9 mx-auto py-3">
<div class="row" id="test_obj">
<div class="col-md-4 position-relative">
<div class="p-3 text-center">
<img src="./assets/img/deep-learning.png" width="80">
<h5 class="text-gradient text-primary" style="margin-top:15px;">Intelligence Innovations</h5>
<p class="text-sm font-weight-normal">Our research endeavors to push the boundaries of intelligence innovations, focusing on understanding and modeling humans and the world around us. Our research focuses on foundation models, state-of-the-art learning paradigms, and generative AI techniques to drive breakthroughs in AI applications across diverse domains.</p>
</div>
<hr class="vertical dark">
</div>
<div class="col-md-4 position-relative">
<div class="p-3 text-center">
<img src="./assets/img/machine.png" width="80">
<h5 class="text-gradient text-primary" style="margin-top:15px;">Applied Intelligence</h5>
<p class="text-sm font-weight-normal">We develop scalable, accurate, and context-aware AI applications for robotics, autonomous vehicles (cars and drones), IoT, bio/healthcare, entertainment, and security. Our approach leverages generative AI, reinforcement learning, and edge AI to enable real-time decision-making and adaptive intelligence in dynamic environments.</p>
</div>
<hr class="vertical dark">
</div>
<div class="col-md-4">
<div class="p-3 text-center">
<img src="./assets/img/system.png" width="80">
<h5 class="text-gradient text-primary" style="margin-top:15px;">Systems for Intelligence</h5>
<p class="text-sm font-weight-normal">We create innovative technology solutions that enhance and accelerate our AI analytics engines. Our research targets intelligent memory/storage systems, heterogeneous computing, and highly parallel/distributed architectures, optimizing performance for AI-specific workloads and enabling energy-efficient AI processing.</p>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
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<section class="my-5 py-5" id="notice">
<div class="row">
<div style="text-align:center;">
<span class="badge bg-primary mb-3">Notice</span>
<p class="text-sm font-weight-normal" style="margin:0;">
<b>Graduate</b> and <b>Intern Program</b> Opportunities<br>
<div style="width: 75%; margin-left: auto; margin-right: auto; font-size:0.9rem;">
Join our team and make a real impact in cutting-edge research. To apply, please <br> email jaekoo@kookmin.ac.kr with your career goals and reasons for your interest.<br>
</div>
<div style="font-size:0.9rem; margin-bottom:2px;">Here’s what we offer</div>
<!-- A brief summary of the benefits of our lab is as follows.<br> </p> -->
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<p class="text-sm font-weight-normal text-container">
<b>Financial Support</b> Comprehensive coverage of living costs and a full tuition waiver.<br>
<b>AI Conference</b> Opportunities to present at major domestic and international conferences.<br>
<b>Professional Development</b> Access to specialized courses, projects, and training relevant to your research.<br>
<b>Advanced Research Environment</b> Work with state-of-the-art equipment and facilities.<br>
<b>Global Internships and Exchanges</b> Experience at leading companies and universities, both domestically and internationally.
</p>
</p>
</div>
</div>
</section>
<section class="my-5 py-5" id="people">
<h2 style="margin:0 auto 2rem auto; width:21rem;">Principal Investigator</h2>
<div class="container">
<div style="display:flex; width:100%; margin:0 auto; justify-content:space-between; flex-wrap:wrap;">
<img src="./assets/img/people/jaekoo_color.png" width="280" height="390" style="border-radius:0.85rem; margin-top:1.5rem;">
<div class="info">
<h3 class="font-weight-bolder mt-3">Jaekoo Lee, Ph.D</h3>
<p class="pe-3">Associate Professor <br>
PI, AI Star Fellowship (Kookmin University)<br><br>
<b>Academic Department Affiliations</b><br>
Department of Artificial Intelligence (Primary) <br>
Department of Software<br>
College of Computer Science<br><br>
<b>Research Center Affiliations</b> <br>
Center for Artificial Intelligence <br><br>
<b>email</b> jaekoo at kookmin.ac.kr <br>
<b>phone</b> +82-2-910-4646 <br>
<b>office</b> Future Hall #721</p>
</div>
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<div class="info text-container2">
<i class="material-icons text-gradient text-primary text-3xl">school</i>
<p class="pe-3 text-container2">PhD in ECE, Seoul National University, South Korea (Adviser: Professor <a href="http://data.snu.ac.kr/">Sungroh Yoon</a>) <br>
MS in ECE, UC San Diego, USA</p>
</div>
</div>
<div class="col-md-6 mt-3">
<div class="info">
<i class="material-icons text-gradient text-primary text-3xl">work</i>
<p class="pe-3 text-container2">Visiting Professor, UC Irvine Computer Science<br>
Data Scientist, SK Telecom AI Research Center <br>
SW Research Engineer, LG Electronics R&D Campus</p>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="my-5 py-5">
<div class="container">
<div class="row justify-content-around align-items-start">
<div class="col-lg-auto mb-5 mb-lg-0">
<h2 style="text-align: center; margin-bottom: 2rem;">Administrative Staffs</h2>
<div style="display: flex; flex-wrap: wrap; gap: 2rem; justify-content: center;">
<div class="card" style="width: 17.5rem;">
<img class="card-img-top" style="height: 250px; object-fit: cover;" src="./assets/img/people/seollan.png" alt="Lan Seol">
<div class="card-body">
<h3>Lan Seol</h3>
<p class="card-text">sr0213@kookmin.ac.kr<br>+82-2-910-5167<br><br>Future Hall #609</p>
</div>
</div>
<div class="card" style="width: 17.5rem;">
<img class="card-img-top" style="height: 250px; object-fit: cover;" src="./assets/img/people/hyunjung.jpg" alt="Hyunjung Cho">
<div class="card-body">
<h3>Hyunjung Cho</h3>
<p class="card-text">2015378@kookmin.ac.kr<br>+82-2-910-5108<br><br>Future Hall #609</p>
</div>
</div>
</div>
</div>
<div class="col-lg-auto">
<h2 style="text-align: center; margin-bottom: 2rem;">Post-doctoral Researchers</h2>
<div style="display: flex; justify-content: center;">
<div class="card" style="width: 17.5rem;">
<img class="card-img-top" style="height: 250px; object-fit: cover;" src="./assets/img/people/jaekwon.jpeg" alt="Jaekwon Lee">
<div class="card-body" style="padding:1rem 1.25rem; position:relative;">
<h3>Jaekwon Lee</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>Pattern Recognition<br>Multimodal Learning</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title" style="margin-bottom: 0;">dlwowlb@kookmin.ac.kr</p>
</div>
</div>
</div>
</div>
</div>
</div> </div> </section>
<section class="my-5 py-5">
<h2 style="margin:0 auto 2rem auto; width:18.6rem;">Graduate Students</h2>
<div class="container" style="display:flex; flex-wrap:wrap; gap:4%;">
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/minjun_color.png" width="280">
<img class="card-c" src="./assets/img/people/minjun_black.png" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Minjun Kang</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Time Series<br>
Privacy Preserving<br>
Intern@UCI, Intern@VAIV
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">k012302@kookmin.ac.kr</p>
<a href="https://github.com/Kang4882">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/jaewoong_color.png" width="280">
<img class="card-c" src="./assets/img/people/jaewoong_black.png" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Jaewoong Choi</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Generative Models<br>
Style Transfer<br>
Intern@VAIV
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">chlwodnd0809@kookmin.ac.kr</p>
<a href="https://github.com/justinday123">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/yunseok_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/yunseok_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Yunseok Kang</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
3D Vision<br>
Neural Rendering
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">ysck73@kookmin.ac.kr</p>
<a href="https://github.com/YunSeok-Kang">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/taejin_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/taejin_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Taejin Park</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Reinforcement Learning<br>
Robotics<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">p20182223@kookmin.ac.kr</p>
<a href="https://github.com/Taej-P">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/jiwon_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/jiwon_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Jiwon Kim</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Reinforcement Learning<br>
Robotics<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">zw0831@kookmin.ac.kr</p>
<a href="https://github.com/KJW988">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width: 17.5rem; margin-bottom:2rem;">
<div class="card-a">
<img class="card-b" src="./assets/img/people/hyobin_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/hyobin_black.jpg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem; position:relative;">
<h3>Hyobin Kim</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Reinforcement Learning<br>
Robotics<br>
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">kimbin1027@kookmin.ac.kr</p>
<a href="https://github.com/Hyobin01">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
</div>
</section>
<section class="my-5 py-5">
<h2 style="margin:0 auto 2rem auto; width:24rem;">Undergraduate Students</h2>
<div class="container" style="display:flex; flex-wrap:wrap; gap:3.1%; margin-top:2%;">
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Jaeseung Sung</h3>
<div style="position:relative; width:116%;">
<p>imt025@kookmin.ac.kr</p>
<a href="https://github.com/Sung-Jae-Seong">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Minseok Lim</h3>
<div style="position:relative; width:116%;">
<p>dla6415@kookmin.ac.kr</p>
<a href="https://github.com/dla020501">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Seongwon Kang</h3>
<div style="position:relative; width:116%;">
<p>ksw0607@kookmin.ac.kr</p>
<a href="https://github.com/stem-sw">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Woohyun Kim</h3>
<div style="position:relative; width:116%;">
<p>mmrpc2003@kookmin.ac.kr</p>
<a href="https://github.com/mrpc2003">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Rian Ryu</h3>
<div style="position:relative; width:116%;">
<p>rwj1203@kookmin.ac.kr</p>
<a href="https://github.com/ryurian001">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Yeon Yu</h3>
<div style="position:relative; width:116%;">
<p>rex8228@kookmin.ac.kr</p>
<a href="https://github.com/yeonslay">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Sangwon Lee</h3>
<div style="position:relative; width:116%;">
<p>lee990924@kookmin.ac.kr</p>
<a href="https://github.com/leesangwon393">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Minju Jeong</h3>
<div style="position:relative; width:116%;">
<p>20243176@kookmin.ac.kr</p>
<a href="https://github.com/alswn24">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Yujin Jeong</h3>
<div style="position:relative; width:116%;">
<p>alice2002@kookmin.ac.kr</p>
<a href="https://github.com/alicex-x02">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body" style="padding-bottom:0;">
<h3>Geonung Choi</h3>
<div style="position:relative; width:116%;">
<p>ddugel3@kookmin.ac.kr</p>
<a href="https://github.com/ddugel3">
<i class="material-icons text-gradient text-primary text-2xl">badge</i>
</a>
</div>
</div>
</div>
</div>
</section>
<section class="my-4 py-4">
<h2 style="margin:0 auto 2rem auto; width:7rem;">Alumni</h2>
<div class="container" style="display:flex; flex-wrap:wrap; gap:3.1%; margin-top:2%;">
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Seongsil Heo</h3>
<p class="text-gradient text-primary font-weight-bold">UC Santa Cruz</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Daehee Kim</h3>
<p class="text-gradient text-primary font-weight-bold">Naver Clova</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Inkyung Kim</h3>
<p class="text-gradient text-primary font-weight-bold">Hyundai Motor Company</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Hyejin Lee</h3>
<p class="text-gradient text-primary font-weight-bold">SmileGate</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Youngjun Yoo</h3>
<p class="text-gradient text-primary font-weight-bold">Hanwha Systems</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Myunghak Lee</h3>
<p class="text-gradient text-primary font-weight-bold">VAIV Company</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Jungmin Eom</h3>
<p class="text-gradient text-primary font-weight-bold">SPARK-X</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Juwan Lim</h3>
<p class="text-gradient text-primary font-weight-bold">Korean Air</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Jungmin Ha</h3>
<p class="text-gradient text-primary font-weight-bold">MedIn Tech</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Hyunjong Lee</h3>
<p class="text-gradient text-primary font-weight-bold">SPARK-X</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Jaeseok Lee</h3>
<p class="text-gradient text-primary font-weight-bold">SPARK-X</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Seungheon Song</h3>
<p class="text-gradient text-primary font-weight-bold">VAIV Company</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Sungsik Kim</h3>
<p class="text-gradient text-primary font-weight-bold">VAIV Company</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Euihyun Yoon</h3>
<p class="text-gradient text-primary font-weight-bold">rabbitoad</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Junghyeon Seo</h3>
<p class="text-gradient text-primary font-weight-bold">BOS Semiconductors</p>
</div>
</div>
<div class="card" style="width:18rem; height: 7.5rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Soye Kwon</h3>
<p class="text-gradient text-primary font-weight-bold">SmileGate</p>
</div>
</div>
</div>
</section>
<section class="my-5 py-5" id="publication">
<h2 style="margin:0 auto 2rem auto; width:16rem;">PUBLICATIONS</h2>
<div class="container" style="display:flex; flex-wrap:wrap; gap:3.1%; margin-top:2%;">
</div>
</section>
<div class="container mt-sm-5 mt-3">
<div class="row">
<div class="col-lg-3" style="width:24%;">
<div class="position-sticky pb-lg-5 pb-3 mt-lg-0 mt-5 ps-2" style="top: 100px;">
<h2>2026</h2>
</div>
</div>
<div class="col-lg-9" style="width:76%; padding:0px 3px;">
<h3 style="margin:0 0 1.5rem 0;">International (Conference)</h3>
<div class="row mt-3" style="margin-bottom:1.5rem;">
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
[HIGHLIGHT] FEAT: Fashion Editing and Try-On from Any Design
<a href="https://github.com/soyekwon/FEAT"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Soye Kwon, Geonyoung Lee, Dahuin Jung, and Jaekoo Lee, Computer Vision and Pattern Recognition(CVPR), June 2026.</p>
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting
<a href="https://github.com/dbsdmlgus50/VLG_SAM/tree/main"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Euihyun Yoon, Taejin Park, and Jaekoo Lee, Winter Conference on Applications of Computer Vision(WACV), March 2026.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">International (Journal)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
Confidence-Aware Adaptive Learning for Continual Test-Time Adaptation in Semantic Segmentation
</h5>
</div>
<p>Junghyeon Seo, Dahuin Jung, and Jaekoo Lee, Information and Communications Technology Express(ICT Express), April 2026.</p>
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
<a href="https://www.sciencedirect.com/science/article/pii/S2666827025002117?via%3Dihub"
style="text-decoration:none; color:inherit;">
PRCSL: A Privacy-preserving Continual Split Learning Framework for Decentralized Medical Diagnosis
</a>
<a href="https://github.com/ai-kmu/PRCSL"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Jungmin Eom, Minjun Kang, Myungkeun Yoon, Nikil Dutt, Jinkyu Kim, and Jaekoo Lee, Machine Learning with Applications, January 2026.</p>
<h5 class="title">Explanation for Time Series Transformer</h5>
<p>Juwan Lim, Minjun Kang, Sunyoung Kwon, and Jaekoo Lee, under review.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">Domestic (Conference)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<h5 class="title">조명 불일치를 고려한 3D 가우시안 스플래팅 기반 카메라 자세 정제</h5>
<p>Yunseok Kang and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2026.</p>
<h5 class="title">확산 모델을 활용한 텍스트 기반 패션 이미지 편집</h5>
<p>Soye Kwon and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2026.</p>
<h5 class="title">경량 시각-언어-행동 모델의 미세조정 과정에서 미래 이미지 예측 효과 분석</h5>
<p>Taejin Park, Jiwon Kim and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2026.</p>
<h5 class="title">자연어 행동 기반 시각-언어 내비게이션 과업에서의 적대적 패치 공격</h5>
<p>Jiwon Kim, Taejin Park and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2026.</p>
<h5 class="title">사족 보행 시각-언어-행동 모델에서의 코드북 붕괴 완화</h5>
<p>Hyobin Kim, Jiwon Kim, Taejin Park and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2026.</p>
</div>
</div>
</div>
<div class="row">
<div class="col-lg-3" style="width:24%;">
<div class="position-sticky pb-lg-5 pb-3 mt-lg-0 mt-5 ps-2" style="top: 100px;">
<h2>2025</h2>
</div>
</div>
<div class="col-lg-9" style="width:76%; padding:0px 3px;">
<h3 style="margin:0 0 1.5rem 0;">International (Conference)</h3>
<div class="row mt-3" style="margin-bottom:1.5rem;">
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=11246989"
style="text-decoration:none; color:inherit;">
Leveraging Text-Driven Semantic Variation for Robust OOD Segmentation
</a>
<a href="https://github.com/ai-kmu/Text-Driven-OOD-Segmentation"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Seungheon Song, and Jaekoo Lee, IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS), October 2025.</p>
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
<a href="https://ifaamas.csc.liv.ac.uk/Proceedings/aamas2025/pdfs/p1107.pdf"
style="text-decoration:none; color:inherit;">
GUIDE-CoT: Goal-driven and User-Informed Dynamic Estimation for Pedestrian Trajectory using Chain-of-Thought
</a>
<a href="https://github.com/ai-kmu/GUIDE-CoT"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Sungsik Kim, Janghyun Baek, Jinkyu Kim, and Jaekoo Lee, Autonomous Agents and Multiagent Systems(AAMAS), May 2025.</p>
<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10930004">
<h5 class="title">GOLD: Green Optimization of Language Models Serving on Devices</h5>
</a>
<p>Dongjoo Seo, Juhee Sung, Jaekoo Lee, and Nikil Dutt, International Conference on Consumer Electronics(ICCE), January 2025.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">International (Journal)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<div style="max-width: 100%;">
<h5 class="title" style="margin:0; line-height:1.4;">
<a href="https://arxiv.org/pdf/2511.10385"
style="text-decoration:none; color:inherit;">
Spatial Attention Mutual Information Regularization with a Pre-trained Model as Oracle for Lane Detection
</a>
<a href="https://github.com/ai-kmu/SAMIRO"
style="font-size: 0.8em; font-weight:400; white-space:nowrap;">
[code]
</a>
</h5>
</div>
<p>Hyunjong Lee, Jangho Lee, and Jaekoo Lee, Pattern Recognition Letters, October 2025.</p>
<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11215763">
<h5 class="title">Improving Transferability in Image Classification through Refinement of Discriminative Features</h5>
</a>
<p>Hyungi Kim, Seungryong Yoo, Bonggyun Kang, Saehyung Lee, Jaekoo Lee, and Sungroh Yoon, IEEE Transactions on Artificial Intelligence, October 2025.</p>
<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10924148">
<h5 class="title">Deep Sequential Feature Learning for Phase Noise Compensation in sub-THz Systems</h5>
</a>
<p>Kyungsik Seo, Gaeun Choi, Jeongwon Jeon, Jaekoo Lee, and Song Noh, IEEE Transactions on Communications, May 2025.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">Domestic (Conference)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332044">
<h5 class="title">멀티모달 대형 언어모델을 활용한 시계열 특화 검색 증강 생성 기반 이상치 탐지 기법</h5>
</a>
<p>Minjun Kang and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332030">
<h5 class="title">대형 멀티모달 모델 기반 모바일 로봇 자율주행을 위한 장면 그래프 공간적 추론 데이터 자동 생성 기법</h5>
</a>
<p>Sungsik Kim and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12331359">
<h5 class="title">[BEST] XMol-InEqui: 2D-3D 교차-모달 완성과 게이트 융합을 통한 분자 표현 학습</h5>
</a>
<p>Wooseong Cho, Minsung Kim, and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332032">
<h5 class="title">어려운 네거티브 샘플링을 통한 멀티모달 문서 검색 학습 최적화</h5>
</a>
<p>Minsung Kim, Wooseong Cho, and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332034">
<h5 class="title">메쉬 분할 정보를 활용한 멀티모달 LLM 기반 제로 샷 3D 객체 캡셔닝</h5>
</a>
<p>Yunseok Kang and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332036">
<h5 class="title">멀티모달 거대 언어 모델 기반 비디오 질의응답을 위한 동적 어텐션 보정</h5>
</a>
<p>Seungheon Song, Junghyeon Seo, and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332037">
<h5 class="title">멀티 스케일 포인트 특징을 활용한 대형 언어 모델 기반의 효율적인 3차원 포인트 클라우드 이해</h5>
</a>
<p>Junghyeon Seo, Euihyun Yoon, Seungheon Song, and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE12332219">
<h5 class="title">다중 계층 임베딩을 활용한 문장 기반 확산 모델의 얼굴 세부 특징 보존</h5>
</a>
<p>Jaewoong Choi and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), June 2025.</p>
<h5 class="title">[BEST] 언어 조건 기반 3D 표현 학습을 통한 로봇 제어 성능 향상</h5>
<p>Jiwon Kim, Sungsik Kim, and Jaekoo Lee, IEMEK Symposium on Embedded Technology(ISET), May 2025.</p>
<h5 class="title">[BEST] 다중 작업에서 효율적인 추론을 위한 언어 지시 기반 흐름 정책</h5>
<p>Taejin Park, Sungsik Kim, and Jaekoo Lee, IEMEK Symposium on Embedded Technology(ISET), May 2025.</p>
<h5 class="title">멀티모달 대형 언어모델의 인컨텍스트 학습을 활용한 시계열 이상치 탐지 성능 향상</h5>
<p>Minjun Kang, Minsung Kim, and Jaekoo Lee, IEMEK Symposium on Embedded Technology(ISET), May 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">3D 가우시안 스플래팅과 단안 깊이 추정 네트워크를 활용한 열화상 장면 3차원 복원 품질 향상 연구 </h5>
</a>
<p>Yunseok Kang, Jaeseok Lee, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">CLIP Text 인코더와 Swin Transformer의 정렬을 이용한 확산 모델에서의 자세 기반 사람 이미지 생성</h5>
</a>
<p>Jeawoong Choi, Soye Kwon, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">[BEST] 멀티 모달 프롬프트를 통한 확산 모델 기반 이미지 편집</h5>
</a>
<p>Soye Kwon, Jeawoong Choi, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">[BEST] 시각-언어 모델을 활용한 단일 이미지 객체 분할 성능 향상</h5>
</a>
<p>Euihyun Yoon, Wooseong Cho, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">비디오 차선 인식을 위한 Mamba 활용 연구</h5>
</a>
<p>Hyunjong Lee, Yunseok Kang, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">[BEST] 노이즈 섭동을 통한 환경 변화에 강건한 카메라 기반 3 차원 점유 예측</h5>
</a>
<p>Junghyeon Seo, Seungheon Song, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">어텐션 연산 제어를 통한 단일 이미지 입력 텍스처 전이 과업에서의 3 차원 일관성 향상</h5>
</a>
<p>Jaeseok Lee, Soye Kwon, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">[BEST] CLIP-ViT 분해를 활용한 소수-샷 분류 성능 개선</h5>
</a>
<p>Seungheon Song, Euihyun Yoon, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">선호도 최적화를 통한 분자 언어 모델의 유효한 분자 문자열 생성 촉진</h5>
</a>
<p>Wooseong Cho, Minsung Kim, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">사진 선호 규제를 통한 시각-언어 모델의 신뢰도 향상</h5>
</a>
<p>Minsung Kim, Junghyeon Seo, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
<a href="https://drive.google.com/drive/folders/1Wu_vAhtogwmFvkY-Z8CdR3ENA4wZXvgu">
<h5 class="title">모바일 로봇 자율 주행을 위한 시뮬레이션 기반 시각적 질문 답변 데이터 생성 연구</h5>
</a>
<p>Sungsik Kim, Taejin Park, and Jaekoo Lee, Image Processing and Image Understanding(IPIU), February 2025.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">Domestic (Journal)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<a href="https://www.kiise.or.kr/e_journal/2025/7/JOK/JOK%2052-7.pdf">
<h5 class="title">대규모 드론 장면의 3D 가우시안 스플래팅 효율화: 장면 분할 및 점 보충 전략</h5>
</a>
<p>Yunseok Kang, Jaeseok Lee, Jaewoong Choi, and Jaekoo Lee, Korean Institute of Information Scientists and Engineers(KIISE), July 2025.</p>
<a href="https://www.dbpia.co.kr/pdf/pdfView.do?nodeId=NODE12167226">
<h5 class="title">멀티모달 그래프-SMILES 표현을 통한거대 언어 모델에서의 분자 이해 향상</h5>
</a>
<p>Wooseong Cho, Minjun Kang, and Jaekoo Lee, Korean Institute of Information Scientists and Engineers(KIISE), May 2025.</p>