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---
layout: default
section_id: home
slides:
- bg: images/splash.jpg
title:
text: Intelligence Engineering Lab.
animation: bottom-to-top
class: medium-12
small-title:
text: Our laboratory researches Audio Processing with Deep Learning, Audio Manipulation with Textual Queries, Speech Enhancement/Denoising, Music Source Separation, and Generative Modeling.
animation: bottom-to-top
class: medium-12
buttons:
animation: bottom-to-top
class: medium-12
items:
- text: News
url: /news
class: boxed
- text: Contact Us
url: /about.html
boxes:
- icon_class: fa fa-trophy
title: Design
text: Placeat vel itaque perspiciatis sed repellat qui nihil recusandae doloremque aperiam necessitatibus aspernatur. illum ad adipisci saepe dolores cumque fugit nihil minus. temporibus corporis eos dolore reprehenderit ipsa at neque ab ut porro perferendis ex nihilillum ad adipisci saepe dolores cumque fugit nihil minus.
- icon_class: fa fa-compass
title: Art direction
text: Placeat vel itaque perspiciatis sed repellat qui nihil recusandae doloremque aperiam necessitatibus aspernatur. illum ad adipisci saepe dolores cumque fugit nihil minus. temporibus corporis eos dolore reprehenderit ipsa at neque ab ut porro perferendis ex nihilillum ad adipisci saepe dolores cumque fugit nihil minus.
- icon_class: fa fa-star-half-empty
title: Branding
text: Placeat vel itaque perspiciatis sed repellat qui nihil recusandae doloremque aperiam necessitatibus aspernatur. illum ad adipisci saepe dolores cumque fugit nihil minus. temporibus corporis eos dolore reprehenderit ipsa at neque ab ut porro perferendis ex nihilillum ad adipisci saepe dolores cumque fugit nihil minus.
- icon_class: fa fa-image
title: Photography
text: Placeat vel itaque perspiciatis sed repellat qui nihil recusandae doloremque aperiam necessitatibus aspernatur. illum ad adipisci saepe dolores cumque fugit nihil minus. temporibus corporis eos dolore reprehenderit ipsa at neque ab ut porro perferendis ex nihilillum ad adipisci saepe dolores cumque fugit nihil minus.
- icon_class: fa fa-dot-circle-o
title: Marketing
text: Placeat vel itaque perspiciatis sed repellat qui nihil recusandae doloremque aperiam necessitatibus aspernatur. illum ad adipisci saepe dolores cumque fugit nihil minus. temporibus corporis eos dolore reprehenderit ipsa at neque ab ut porro perferendis ex nihilillum ad adipisci saepe dolores cumque fugit nihil minus.
testimonials:
- text: "OUR PAPER GOT ACCEPTED TO ACM MULTIMEDIA 2021"
author: Woosung Choi, Minseok Kim
position: PH.D. Candidates
- text: "2021 한국연구재단 중견연구자지원사업 '딥러닝 기반의 다중음원 오디오에 대한 음원선별적 편집 모델 연구'선정"
author: 정순영
position: 지도교수
- text: "2020 한국연구재단 중견연구자지원사업 '다양한 음향신호처리에 범용적 적용이 가능한 신경망 기반 스펙트로그램 변환블록 연구' 선정"
author: 정순영
position: 지도교수
---
<div class="advanced mod modDefaultSlider">
<div class="sequence" data-autostop="on" data-timeout="0">
<ul class="sequence-canvas">
{% for slide in page.slides %} {% if forloop.index == 1 %} {% assign class
= "static" %} {% else %} {% assign class = '' %} {% endif %}
<li class="frame {{class}}">
<div class="bg" style="background-image: url({{slide.bg}});"></div>
{% if slide.infos %} {% for info in slide.infos %}
<div class="info{{forloop.index}} {{info.animation}}" style="">
<div class="row">
<div class="medium-10 large-8 columns">
<p class="fa fa-check" style="color: #333;">{{info.text}}</p>
<div class="spacing"></div>
</div>
</div>
</div>
{% endfor %} {% else %}
<div
class="title {{slide.title.animation}}"
style="color: rgb(255, 255, 255);"
>
<div class="row">
<div class="{{slide.title.class}} columns">
<h2>{{slide.title.text}}</h2>
</div>
</div>
</div>
{% endif %} {% if slide.small-title %}
<div
class="small-title {{slide.small-title.animation}}"
style="color: rgb(255, 255, 255);"
>
<div class="row">
<div class="{{slide.small-title.class}} columns">
<p>{{slide.small-title.text}}</p>
</div>
</div>
</div>
{% endif %}
<div class="buttons-wrapper {{slide.buttons.animation}}" style="">
<div class="row">
<div class="{{slide.buttons.class}} columns">
<div class="two spacing"></div>
{% for button in slide.buttons.items %}
<a
target="_blank"
class="button {{button.class}}"
href="{{button.url}}"
>{{button.text}}</a
>
{% endfor %}
</div>
</div>
</div>
</li>
{% endfor %}
</ul>
</div>
</div>
<div class="full">
<div class="row">
<div class="large-12 columns">
<h4 style="color: #999">Notice</h4>
<h3>Our collaborated paper with Sony has been accepted to TISMIR (2024)</h3>
<p>Congrats to Minseok Kim and Jun Hyung Lee!
[<a href="https://storage.googleapis.com/jnl-up-j-tismir-files/journals/1/articles/171/66210ffd7fc02.pdf">paper</a>]
[<a href="https://transactions.ismir.net/articles/10.5334/tismir.171">tismir</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>SDX23 Challenge paper is now available on arxiv (2024)</h3>
<p>We contributed on the paper "The Sound Demixing Challenge 2023 - Music Demixing Track". We collaborated with Sony, Meta AI, Tencent AI, and The University of Tokyo etc. Congrats to Minseok Kim and Jun Hyung Lee!
[<a href="https://arxiv.org/abs/2308.06979">arxiv</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>Our paper is now available on arxiv (2023) </h3>
<p>
Our paper 'Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3' is now available on arxiv. We summarized our award-winning solutions for the Music Demxing Track of Sound Demixing Challenge 2023.
[<a href="https://arxiv.org/abs/2306.09382">arxiv</a>]
[<a href="https://github.com/kuielab/sdx23">github</a>]
[<a href="https://kuielab.github.io/news/2023/06/28/mdx23.html">more information</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>We won 1st&3rd place in the mdx Challenge 2023</h3>
<p>
Music Demixing Track: Build A System To perform Audio Source Separation
[<a href="https://kuielab.github.io/news/2023/01/11/Sony-challenge.html">more information</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>Woosung Choi started working at Sony (2022)</h3>
<h4 style="color: #999">Notice</h4>
<h3>Two silver medals at SONY MDX CHALLENGE @ ISMIR 2021</h3>
<p>
We proposed KUIELAB-MDX-Net, an hybrid architecture based on TFC-TDF-U-Net and Facebook’s Demucs, and we won two silver medals."
[<a href="https://kuielab.github.io/news/2021/08/21/sony-mdx.html">more information</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>Our paper has been accepted to ACM MULTIMEDIA 2021</h3>
<p>
"AMSS-Net: Audio Manipulation on User-Specified Sources with Textual Queries"
[<a href="https://kuielab.github.io/AMSS-Net/">demo</a>]
[<a href="https://github.com/kuielab/AMSS-Net/">github</a>]
[<a href="https://kuielab.github.io/news/2021/07/04/AMSS-Net.html">more information</a>]
</p>
<h4 style="color: #999">Notice</h4>
<h3>Our paper got accepted to ICASSP 2021</h3>
<p>
Our paper "LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation" got accepted to 2021 IEEE International Conference on Acoustics, Speech and Signal Processing!
[<a href="https://lasaft.github.io/">demo</a>]
[<a href="https://github.com/ws-choi/Conditioned-Source-Separation-LaSAFT">github</a>]
[<a href="http://intelligence.korea.ac.kr/news/2021/02/01/choi.html">more information</a>]
</p>
</div>
</div>
<div class="three spacing"></div>
</div>
<!-- <div class="full" style="background: #f5f5f5">
<div class="row">
<div class="large-12 columns">
<h2>Our Research</h2>
<div class="spacing"></div>
<p>
TODO: 최종 배포 시 이 부분 주석 처리
</p>
<div class="mod modBoxedTextSlider">
<div class="boxes">
{% for box in page.boxes %}
<div class="box" style="">
<i class="{{box.icon_class}}"></i>
<h4>{{box.title}}</h4>
<p>{{box.text}}</p>
</div>
{% endfor %}
</div>
</div>
</div>
</div>
<div class="four spacing"></div>
</div> -->
<div class="full">
{% assign category = "on-going-research" %} {% assign recentsOnGoingResearch =
site.categories[category] | sort: "date" | reverse %}
<div class="row">
<div class="medium-6 columns">
<img
class="fadeinleft"
width="500"
height="340"
alt=""
src="{{ recentsOnGoingResearch[0].image | default: '/images/@stock/circle-1.png' }}"
/>
</div>
<div class="medium-6 columns">
<h4 style="color: #999">Ongoing Research Topic</h4>
<h2>{{recentsOnGoingResearch[0].title}}</h2>
<div class="spacing"></div>
<p>
<p>{{recentsOnGoingResearch[0].excerpt}}</p>
</p>
<div class="spacing"></div>
<a class="button small color" href="{{recentsOnGoingResearch[0].url}}">Learn more</a>
</div>
</div>
<div class="four spacing"></div>
<div class="row">
<div class="medium-6 columns">
<h4 style="color: #999">Ongoing Research Topic</h4>
<h2>{{recentsOnGoingResearch[1].title}}</h2>
<div class="spacing"></div>
<p>
<p>{{recentsOnGoingResearch[1].excerpt}}</p>
</p>
<div class="spacing"></div>
<a class="button small color" href="{{recentsOnGoingResearch[1].url}}">Learn more</a>
</div>
<div class="medium-6 columns">
<img
class="fadeinright"
width="500"
height="400"
alt=""
src="{{recentsOnGoingResearch[1].image | default: '/images/@stock/circle-1.png' }}"
/>
</div>
</div>
<div class="four spacing"></div>
</div>
<div class="full parallax" style="background: #f5f5f5">
<div class="row">
{% for milestone in page.milestones %}
<div class="medium-3 large-3 columns right-border left-border">
<div class="mod modMilestone no-icon">
<strong data-from="{{milestone.from}}" data-to="{{milestone.to}}"
> </strong
>
<span>{{milestone.title}}</span>
<div class="spacing"></div>
</div>
</div>
{% endfor %}
</div>
<div class="four spacing"></div>
</div>
<div class="full no-padding" style="background: #444; color: #fff">
<div class="two spacing"></div>
<div class="mod modCallToAction">
<div class="row">
<div class="medium-9 large-9 columns">
<p>
If you would like to get further information regarding our lab?
</p>
</div>
<div class="medium-3 large-3 columns">
<a class="boxed button" href="/about.html">Contact Us</a>
</div>
</div>
</div>
<div class="spacing"></div>
</div>
<div class="full">
<div class="row">
<div class="large-12 columns">
<p class="centered-text">
<i
class="fa fa-quote-left"
style="color: #F9CE06; font-size: 36px;"
></i>
</p>
</div>
</div>
<div class="row">
<div class="large-12 columns">
<div class="mod modTestimonials">
<div class="row">
<div class="small-12 columns">
<div class="items centered-text">
{% for t in page.testimonials %}
<div class="item">
<p class="quote">{{t.text}}</p>
<p class="author">- {{t.author}}, {{t.position}}</p>
<div class="two spacing"></div>
</div>
{% endfor %}
</div>
</div>
<div class="spacing"></div>
</div>
</div>
</div>
</div>
<div class="four spacing"></div>
</div>