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<!DOCTYPE html>
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<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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<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>
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<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>
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<i class="material-icons opacity-7 me-2 text-md" style="color:white; margin:0 1rem;">PEOPLE</i>
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<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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<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 [email protected] 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>
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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.
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</p>
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<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><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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<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" >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">
<h2 style="margin:0 auto 2rem auto; width:20rem;">Administrative Staff</h2>
<div class="container">
<div class="card" style="width: 17.5rem;">
<img class="card-img-top" src="./assets/img/people/seollan.png" rel="nofollow" alt="Card image cap">
<div class="card-body">
<h3>Lan Seol</h3>
<p class="card-text">[email protected]<br>
+82-2-910-5167<br>
Future Hall #609 (P-Lab)</p>
</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/hyunjong_color.jpg" width="280">
<img class="card-c" src="./assets/img/people/hyunjong_black.jpg" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem; position:relative;">
<h3>Hyunjong Lee</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Vision Transformer<br>
AI for Embedded System<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/lhj-3/">
<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/woosung_color.jpg" width="280">
<img class="card-c" src="./assets/img/people/woosung_black.jpg" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Wooseong Cho</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Multi-modal Learning<br>
Graph Neural Networks<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/chowoos">
<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/euihyun_color.jpg" width="280">
<img class="card-c" src="./assets/img/people/euihyun_black.jpg" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Euihyun Yoon</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Zero-shot Learning<br>
Object Detection
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/dbsdmlgus50">
<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/jaeseok_color.jpg" width="280">
<img class="card-c" src="./assets/img/people/jaeseok_black.jpg" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Jaeseok Lee</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Generative Models<br>
3D Vision<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/Seooooooogi">
<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/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
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</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/sungsik_color.png" width="280">
<img class="card-c" src="./assets/img/people/sungsik_black.png" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Sungsik Kim</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Multi-modal Learning<br>
Autonomous Driving<br>
Intern@UCI
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/sskim0126">
<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/seungheon_color.png" width="280">
<img class="card-c" src="./assets/img/people/seungheon_black.png" width="280">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Seungheon Song</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Domain Generalization<br>
Multimodal Learning<br>
Intern@VAIV
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/song1248">
<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
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</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/soye_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/soye_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Soye Kwon</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Generative Models<br>
Style Transfer
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/soyekwon">
<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/junghyeon_color.png" width="280" height="253">
<img class="card-c" src="./assets/img/people/junghyeon_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Junghyeon Seo</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
Multi-modal Learning<br>
Parameter Efficient Fine-tuning
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/junghyeon0427">
<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">[email protected]</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
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</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/soohyeon_color.jpeg" width="280" height="253">
<img class="card-c" src="./assets/img/people/soohyeon_black.jpeg" width="280" height="253">
</div>
<div class="card-body" style="padding:1rem 1.25rem;">
<h3>Soohyeon Seo</h3>
<p class="card-text" style="height:104px;"><b>Research Areas</b><br>
3D Vision<br>
Style Transfer
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/soohyoen">
<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
</p>
<div style="position:absolute; bottom:8px; width:100%;">
<p class="title">[email protected]</p>
<a href="https://github.com/KJW988">
<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>Minsung Kim</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/MSungK">
<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>Booyeon Kwon</h3>
<div style="position:relative; width:116%;">
<p>[email protected] </p>
<a href="https://github.com/kwonbuyeon">
<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>Yunhui Kim </h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/kyunhui">
<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>Seeun Bae</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/bseeun">
<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>Sungjun Jo</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/Josungjun">
<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>Hyobin Kim</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/Hyobin01">
<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>Jubin Park</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/jbpark0919">
<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>JaeHun Lee</h3>
<div style="position:relative; width:116%;">
<p>[email protected]</p>
<a href="https://github.com/DeepJaeHoon?tab=repositories">
<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; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Seongsil Heo</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Daehee Kim</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Inkyung Kim</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Hyejin Lee</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Youngjun Yoo</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Myunghak Lee</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Jungmin Eom</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Juwan Lim</h3>
</div>
</div>
<div class="card" style="width:18rem; margin-bottom:2rem;">
<div class="card-body">
<h3 style="margin:0;">Jungmin Ha</h3>
</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>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;">
<h5 class="title">GOLD: Green Optimization of Language Models Serving on Devices</h5>
<p>Dongjoo Seo, Juhee Sung, Jaekoo Lee, and Nikil Dutt, International Conference on Consumer Electronins(ICCE), January 2025.</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>2024</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:2rem;">
<div style="display:flex; gap:0.25rem;">
<h5 class="title">Controllable 3D Object Generation with Single Image Prompt</h5>
<a href="https://github.com/Seooooooogi/Control3D_IP">
[code]
</a>
</div>
<p>Jaeseok Lee and Jaekoo Lee, International Conference of Pattern Recognition(ICPR), December 2024.</p>
<div style="display:flex; gap:0.25rem;">
<h5 class="title">Leveraging Inductive Bias in ViT for Medical Image Diagnosis</h5>
<a href="https://github.com/ai-kmu/Medical_CBAM_ViT">
[code]
</a>
</div>
<p>Jungmin Ha, Euihyun Yoon, Sungsik Kim, Jinkyu Kim, and Jaekoo Lee, British Machine Vision Conference(BMVC), November 2024.</p>
<a href="https://arxiv.org/pdf/2404.01580">
<h5 class="title">Learning Temporal Cues by Predicting Objects Move for Multi-camera 3D Object Detection</h5>
</a>
<p>Seokha Moon, Hongbeen Park, Jaekoo Lee, and Jinkyu Kim, International Conference on Robotics and Automation(ICRA), May 2024.</p>
<h5 class="title">Alleviating Catastrophic Forgetting with Privacy Preserving Distributed Learning</h5>
<p>Minjun Kang, Jungmin Eom, Jinkyu Kim, and Jaekoo Lee, under review.</p>
<h5 class="title">Explanation for Time Series Transformer</h5>
<p>Juwan Lim, Minjun Kang, Sunyoung Kwon, and Jaekoo Lee, under review.</p>
<h5 class="title">Confidence-Aware Adaptive Learning for Continual Test-Time Adaptation in Semantic Segmentation</h5>
<p>Junghyeon Seo, Dahuin Jung, and Jaekoo Lee, under review.</p>
<h5 class="title">Spatial Attention Mutual Information Regularization with a Pre-trained Model as Oracle for Lane Detection</h5>
<p>Hyunjong Lee, Jangho Lee, and Jaekoo Lee, under review.</p>
<h5 class="title">GUIDE-CoT: Goal-driven and User-Informed Dynamic Estimation for Pedestrian Trajectory using Chain-of-Thought</h5>
<p>Sungsik Kim, Janghyun Baek, Jinkyu Kim, and Jaekoo Lee, under review.</p>
</div>
<h3 style="margin:0 0 1.5rem 0;">International (Journal)</h3>
<div class="row mt-3" style="margin-bottom:2rem;">
<div style="display:flex; gap:0.25rem;">
<a href="https://www.mdpi.com/1424-8220/24/11/3335">
<h5 class="title">Compatibility Review for Object Detection Enhancement through Super-Resolution</h5>
</a>
<a href="https://github.com/dnap512/SROD">
[code]
</a>
</div>
<p>Daehee Kim, Sungmin Lee, Junghyeon Seo, Song Noh, and JaeKoo Lee, Sensors, June 2024.</p>
<a href="https://www.mdpi.com/2076-3417/14/9/3825">
<h5 class="title">BIMO: Bootstrap Inter-Intra Modality at Once Unsupervised Learning for Multivariate Time Series</h5>
</a>
<p>Seongsil Heo, Sungsik Kim, and Jaekoo Lee, Applied Sciences, May 2024.</p>
<div style="display:flex; gap:0.25rem;">
<a href="https://ieeexplore.ieee.org/abstract/document/10411909">
<h5 class="title">Human Activity Recognition via Temporal Fusion Contrastive Learning</h5>
</a>
<a href="https://github.com/IKKIM00/temporal-fusion-contrastive-learning">
[code]
</a>
</div>
<p>Inkyung Kim, Juwan Lim, and Jaekoo Lee, IEEE Access, February 2024.</p>
<h5 class="title">Deep Sequential Feature Learning for Phase Noise Compensation in sub-THz Systems</h5>
<p>Kyungsik Seo, Gaeun Choi, Jeongwon Jeon, Jaekoo Lee, and Song Noh, 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">3D 가우시안 스플래팅을 활용한 3차원 객체 스타일 전이</h5>
<p>Soohyeon Seo, Yunseok Kang, Jaeseok Lee, and Jaekoo Lee, Institute of Electronics and Information Engineers(IEIE), November 2024.</p>
<h5 class="title">적대적 훈련과 엔트로피 최소화를 통한 추론 시기 적응의 성능 및 견고성 향상</h5>
<p>Minjun Kang, Wooseong Cho, and Jaekoo Lee, The 5th Korea Artificial Intelligence Conference, September 2024.</p>
<h5 class="title">개선된 시각적 어텐션 어댑터를 통한 로봇 제어 성능 향상</h5>
<p>Jiwon Kim, Minsung Kim, Taejin Park, and Jaekoo Lee, The 5th Korea Artificial Intelligence Conference, September 2024.</p>
<h5 class="title">[BEST] 텍스트-이미지 임베딩 간 적응적 스케일링을 통한 카테고리 간 텍스처 전이 성능 향상</h5>
<p>Jaeseok Lee, Yoonseok Kang, and Jaekoo Lee, The 5th Korea Artificial Intelligence Conference, September 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862127">
<h5 class="title">학습 가능한 매개변수를 활용한 사진에 자유로운 의미론적 분할 성능 개선</h5>
</a>
<p>Euihyun Yoon, Hyunjong Lee, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11861842">
<h5 class="title">차선 인식 성능 개선을 위한 자기 지도 학습된 모델과의 규제 전략</h5>
</a>
<p>Hyunjong Lee, Euihyun Yoon, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862128">
<h5 class="title">악조건에 강건한 목표 기반 보행자 경로 예측</h5>
</a>
<p>Sungsik Kim, Seungheon Song, Junghyeon Seo, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862149">
<h5 class="title">CLIP 스타일 프롬프트를 사용한 의미론적 분할에서의 영역 일반화</h5>
</a>
<p>Junghyeon Seo, Sungsik Kim, Seungheon Song, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862148">
<h5 class="title">[BEST] 참조 표현 증강과 마스크 통합을 이용한 제로 샷 참조 영상 분할</h5>
</a>
<p>Seungheon Song, Sungsik Kim, Junghyeon Seo, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862155">
<h5 class="title">역강화학습에서의 행동 시퀀스 예측</h5>
</a>
<p>Taejin Park, Wooseong Cho, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862130">
<h5 class="title">[BEST] 멀티모달 그래프-SMILES 표현을 통한 거대 언어 모델에서의 분자 이해 향상</h5>
</a>
<p>Wooseong Cho, Minjun Kang, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862230">
<h5 class="title">[BEST] 대규모 드론 맵핑을 위한 3D 가우시안 스플래팅의 효율성 향상</h5>
</a>
<p>Yoonseok Kang, Jaeseok Lee, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862229">
<h5 class="title">문장 프롬프트 기반 가상 의류 체험</h5>
</a>
<p>Soye Kwon, Jeawoong Choi, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11862228">
<h5 class="title">단일 사진을 이용하는 비디오 생성에서의 텍스트 기반 편집</h5>
</a>
<p>Jeawoong Choi, Jaeseok Lee, and Jaekoo Lee, Korea Computer Congress(KCC), June 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737020">
<h5 class="title">인공 위성 데이터 집합간 영역 격차 완화를 통한 장면 분류 성능 개선</h5>
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<p>Euihyun Yoon and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
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<h5 class="title">차선 인식에서 효과적인 자기 지도 학습 전략</h5>
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<p>Hyunjong Lee, Yunseok Kang, and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737054">
<h5 class="title">얼굴 잡티 제거를 통한 화장 전이 성능 개선</h5>
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<p>Soye Kwon and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737053">
<h5 class="title">확산 기반 얼굴 교환 모델의 얼굴 세부 특징 보존을 통한 성능 개선</h5>
</a>
<p>Jaewoong Choi and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11736957">
<h5 class="title">의사 3차원 훈련 데이터를 통한 텍스처 생성 모델의 텍스처 품질 향상</h5>
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<p>Jaeseok Lee and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737021">
<h5 class="title">CLIP 기반 색상 프롬프트 기법을 통한 제로샷 지칭 표현 이해</h5>
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<p>Sungsik Kim and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737019">
<h5 class="title">퓨샷 학습을 위한 멀티모달 읽기전용 프롬프트 최적화</h5>
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<p>Junghyeon Seo and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737055">
<h5 class="title">시각 언어 모델에 대한 프롬프트를 이용한 적대적 공격</h5>
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<p>Seungheon Song and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737056">
<h5 class="title">비전 트랜스포머 모델의 적대적 공격 취약성 연구: 완전 미세 조정과 프롬프트 튜닝 비교 고찰</h5>
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<p>Minjun Kang, Taejin Park and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</p>
<a href="https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE11737022">
<h5 class="title">그래프-문자 멀티모달 기반 분자 그래프 분류 과업에서 프롬프트의 효과 분석</h5>
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<p>Wooseong Cho, Minsung Kim and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), February 2024.</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.dbpia.co.kr/journal/articleDetail?nodeId=NODE11766251">
<h5 class="title">[BEST] 그래프 노드 중요도 예측 과업: 모델 정리 및 그래프 연결 구조의 중요성 분석</h5>
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<p>Wooseong Cho, Seungheon Song, and Jaekoo Lee, Korea Institute of Communication Sciences(KICS), May 2024.</p>