Difference between revisions of "Inseop Chung"

From MIPAL
Jump to: navigation, search
(Publications)
(Publications)
 
(88 intermediate revisions by one user not shown)
Line 3: Line 3:
 
| style="width: 200px;" |[[file:inseop.png | 200px]]  
 
| style="width: 200px;" |[[file:inseop.png | 200px]]  
 
| <font size = 5> '''[[Inseop Chung]] (정인섭)'''</font><br><br>
 
| <font size = 5> '''[[Inseop Chung]] (정인섭)'''</font><br><br>
:서울대학교 융합과학부 석박통합과정 (2019.03 ~ ) <br>
+
:서울대학교 지능정보융학학과 박사 졸업 (2019.03 ~ 2024.02) <br>
 
:연세대학교 창의기술경영/컴퓨터과학 학사 졸업 (2019.02) <br>
 
:연세대학교 창의기술경영/컴퓨터과학 학사 졸업 (2019.02) <br>
 
<br>
 
<br>
 
:Tel: +82-31-888-9579 <br>
 
:Tel: +82-31-888-9579 <br>
 
:e-mail: jis3613@snu.ac.kr <br>
 
:e-mail: jis3613@snu.ac.kr <br>
:[https://scholar.google.com/citations?hl=en&user=6bFY9FgAAAAJ Google Scholar]
+
:[https://scholar.google.com/citations?hl=en&user=6bFY9FgAAAAJ Google Scholar] [https://www.linkedin.com/in/chung-inseop-0b3178231 Linkedin]
 +
 
 
|-
 
|-
 
|}
 
|}
 
== '''Research Interests''' ==
 
== '''Research Interests''' ==
Deep Learning, Computer Vision, Knowledge Distillation, Domain Adaptation
+
Deep Learning, Computer Vision, Knowledge Distillation, Domain Adaptation, Domain Generalization, Test-Time Adaptation
  
 
== '''Work Experience''' ==
 
== '''Work Experience''' ==
 
<ul>
 
<ul>
 +
 +
<li>
 +
March 2024 ~ Present:
 +
:Staff Engineer at Samsung Advanced Institute of Technology, Korea.
 +
</li>
 +
 +
<li>
 +
January 2022 ~ July 2022:
 +
:Research Intern at Qualcomm AI Research, Korea.
 +
</li>
 +
 
<li>
 
<li>
 
June 2020 ~ December 2020:  
 
June 2020 ~ December 2020:  
Line 24: Line 36:
 
== '''Education''' ==
 
== '''Education''' ==
 
<ul>
 
<ul>
 +
 
<li>
 
<li>
Mar. 2019 ~ Present:  
+
Mar. 2019 ~ Feb. 2024:  
:M.S./Ph.D. Student in Graduate School of Convergence Science and Technology, Seoul National University, Korea.
+
:Ph.D. in Engineering, Graduate School of Convergence Science and Technology, Seoul National University, Korea.
 
</li>
 
</li>
  
 
<li>
 
<li>
Feb. 2019:  
+
Mar. 2012 ~ Feb. 2019:  
 
:B.S. in Computer Science / Creative Technology Management (Double Major), Yonsei University, Korea.
 
:B.S. in Computer Science / Creative Technology Management (Double Major), Yonsei University, Korea.
 
</li>
 
</li>
 +
 +
<li>
 +
Oct. 2016 ~ Aug. 2017:
 +
:Exchange Student at Informatik (Computer Science) Department of Technische Universität München (Technical University of Munich), Germany.
 +
</li>
 +
 
</ul>
 
</ul>
  
 
== '''Publications''' ==
 
== '''Publications''' ==
 +
 +
:<font size = 4>'''Preprint''' </font><br>
 
<ul>
 
<ul>
 +
 +
<li> '''Inseop Chung''', Kyomin Hwang, Jayeon Yoo, Nojun Kwak, "[https://arxiv.org/abs/2403.01344 Mitigating the Bias in the Model for Continual Test-Time Adaptation]". arXiv, Mar. 2024
 +
</li>
 +
 +
</ul>
 +
 +
 +
:<font size = 4>'''International Conferences''' </font><br>
 +
<ul>
 +
 +
<li> '''Inseop Chung''', KiYoon Yoo, Nojun Kwak, "[https://arxiv.org/abs/2312.05141 Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features]". Workshop on Data-centric Machine Learning Research (DMLR) ('''ICLR 2024''' Workshop), May 2024
 +
</li>
 +
 +
<li> Jayeon Yoo, Dongkwan Lee, '''Inseop Chung''', Donghyun Kim, Nojun Kwak, "[https://arxiv.org/abs/2312.08875 What, How, and When Should Object Detectors Update in Continually Changing Test Domains?]", The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2024 ('''CVPR 2024'''), June 2024
 +
</li>
 +
 +
<li> Jaeyoung Yoo*, Hojun Lee*, Seunghyeon Seo, '''Inseop Chung''', Nojun Kwak, "[https://arxiv.org/pdf/2205.08714.pdf End-to-End Multi-Object Detection with a Regularized Mixture Model]", Fortieth International Conference on Machine Learning ('''ICML 2023'''), July 2023
 +
</li>
 +
 +
<li> '''Inseop Chung''', Jayeon Yoo, Nojun Kwak, "[https://arxiv.org/abs/2110.10916.pdf Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation]", Workshop on Real-World Surveillance: Applications and Challenges at Winter Conference on Applications of Computer Vision 2023 '''Best Paper Award''' ('''RWS @ WACV2023'''), Jan. 2023
 +
</li>
 +
 
<li>
 
<li>
'''Inseop Chung''', Daesik Kim, Nojun Kwak, "[https://arxiv.org/pdf/2102.13002.pdf Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation]", arXiv, Feb. 2021.
+
Jayeon Yoo, '''Inseop Chung''', Nojun Kwak, "[https://arxiv.org/abs/2207.09656.pdf Unsupervised Domain Adaptation for One-Stage Object Detector Using Offsets to the Bounding Box]", European Conference on Computer Vision ('''ECCV 2022'''), Oct. 2022
 
</li>
 
</li>
 +
 
<li>
 
<li>
Jaeyoung Yoo, Hojun Lee, '''Inseop Chung''', Geonseok Seo, Nojun Kwak, "[https://arxiv.org/abs/1911.12721 Density-based Object Detection: Learning Bounding Boxes without Ground Truth Assignment]", arXiv, Oct. 2020.
+
Byeonggeun Kim, Seunghan Yang, '''Inseop Chung''', Simyung Chang, "[https://arxiv.org/abs/2206.13691.pdf Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting]", 23rd '''INTERSPEECH 2022''' Conference, Sep. 2022.
 
</li>
 
</li>
 +
 
<li>
 
<li>
'''Inseop Chung''', SeongUk Park, Jangho Kim, Nojun Kwak, "[https://arxiv.org/abs/2002.01775 Feature-map-level Online Adversarial Knowledge Distillation]", Thirty-seventh International Conference on Machine Learning ('''ICML2020'''), July 2020, Online, (accepted, [https://arxiv.org/abs/2002.01775 arXiv version])
+
Seunghan Yang, Byeonggeun Kim, '''Inseop Chung''', Simyung Chang, "[https://arxiv.org/pdf/2206.13708.pdf Personalized Keyword Spotting through Multi-task Learning]", 23rd '''INTERSPEECH 2022''' Conference, Sep. 2022.
 
</li>
 
</li>
 +
 
<li>
 
<li>
Jangho Kim, Minsung Hyun, '''Inseop Chung''', Nojun Kwak, "[https://arxiv.org/abs/1904.09058 Feature Fusion for Online Mutual Knowledge Distillation]", 25th International Conference on Pattern Recognition ('''ICPR2020'''), Jan. 2021, Milan, Italy (accepted, [https://arxiv.org/abs/1904.09058 arXiv version])
+
'''Inseop Chung''', Daesik Kim, Nojun Kwak, "[https://arxiv.org/pdf/2102.13002.pdf Maximizing Cosine Similarity Between Spatial Features for Unsupervised Domain Adaptation in Semantic Segmentation]", Winter Conference on Applications of Computer Vision 2022 ('''WACV 2022'''), Jan. 2022.
 
</li>
 
</li>
 +
 +
<li>
 +
Kyuewang Lee*, '''Inseop Chung*''', Daeho Um, Jaeseok Choi, Yeji Song, Seunghyeon Seo, Nojun Kwak, Jin Young Choi "Multi-modal Object Detection, Tracking, and Action Classification for Unmanned Outdoor Surveillance Robots", The 21st International Conference on Control, Automation and Systems ('''ICCAS 2021'''), Oct. 2021, * indicates equal contribution.
 +
</li>
 +
 +
<li>
 +
Jaeyoung Yoo, Hojun Lee, '''Inseop Chung''', Geonseok Seo, Nojun Kwak, "[https://arxiv.org/abs/1911.12721.pdf Training Multi-Object Detector by Estimating Bounding Box Distribution for Input Image]", International Conference on Computer Vision 2021 ('''ICCV 2021'''), Oct. 2021.
 +
</li>
 +
 +
<li>
 +
Jangho Kim, Minsung Hyun, '''Inseop Chung''', Nojun Kwak, "[https://arxiv.org/abs/1904.09058.pdf Feature Fusion for Online Mutual Knowledge Distillation]", 25th International Conference on Pattern Recognition ('''ICPR 2020'''), Jan. 2021.
 +
</li>
 +
 +
<li>
 +
'''Inseop Chung''', SeongUk Park, Jangho Kim, Nojun Kwak, "[https://arxiv.org/abs/2002.01775.pdf Feature-map-level Online Adversarial Knowledge Distillation]", Thirty-seventh International Conference on Machine Learning ('''ICML 2020'''), July 2020.
 +
</li>
 +
 +
</ul>
 +
 +
 +
:<font size = 4>'''Domestic Conferences''' </font><br>
 +
<ul>
 +
 +
<li>
 +
Jayeon Yoo, Dongkwan Lee, '''Inseop Chung''', Kyomin Hwang, Seungwoo Lee, Donghyun Kim, Nojun
 +
Kwak, “지속적으로 변하는 테스트 환경에서 객체 탐지를 위한 온라인 적응 방법”, 36th Workshop on Image
 +
Processing and Image Understanding ('''IPIU 2024'''), Jan. 2024
 +
</li>
 +
 +
<li>
 +
Hojun Lee, '''Inseop Chung''', Nojun Kwak, "Multi-modal sensor based framework for object detection", The 16th Korea Robotics Society Annual Conference ('''KRoC 2021'''), May. 2021
 +
</li>
 +
 +
</ul>
 +
 +
 +
:<font size = 4>'''International Journal''' </font><br>
 +
<ul>
 +
 +
<li> DongKi Noh, Chang Ki Sung, Taeyoung Uhm, Wooju Lee, Hyungtae Lim,
 +
Jaeseok Choi, Kyuewang Lee, Dasol Hong, Daeho Um, '''Inseop Chung''', Hochul Shin, Min-Jung Kim, Hyoung-Rock Kim, Seung-Min Baek, Hyun Myung, "X-MAS: Extremely Large-Scale Multi-Modal
 +
Sensor Dataset for Outdoor Surveillance in Real Environments", IEEE Robotics and Automation Letters (RA-L), Jan. 2023
 +
</li>
 +
 
</ul>
 
</ul>
  
== '''Project''' ==
+
== '''Projects''' ==
 
<ul>
 
<ul>
 
<li>
 
<li>
Development of multimodal sensor-based intelligent systems for outdoor surveillance robots, 2019.3 ~ present
+
Development of multimodal sensor-based intelligent systems for outdoor surveillance robots, 2019.3 ~ 2021.12
 
</li>
 
</li>
 
</ul>
 
</ul>

Latest revision as of 14:43, 9 March 2024

Inseop.png Inseop Chung (정인섭)

서울대학교 지능정보융학학과 박사 졸업 (2019.03 ~ 2024.02)
연세대학교 창의기술경영/컴퓨터과학 학사 졸업 (2019.02)


Tel: +82-31-888-9579
e-mail: jis3613@snu.ac.kr
Google Scholar Linkedin

Research Interests

Deep Learning, Computer Vision, Knowledge Distillation, Domain Adaptation, Domain Generalization, Test-Time Adaptation

Work Experience

  • March 2024 ~ Present:
    Staff Engineer at Samsung Advanced Institute of Technology, Korea.
  • January 2022 ~ July 2022:
    Research Intern at Qualcomm AI Research, Korea.
  • June 2020 ~ December 2020:
    Research Intern at Naver Webtoons Corporation, Korea.

Education

  • Mar. 2019 ~ Feb. 2024:
    Ph.D. in Engineering, Graduate School of Convergence Science and Technology, Seoul National University, Korea.
  • Mar. 2012 ~ Feb. 2019:
    B.S. in Computer Science / Creative Technology Management (Double Major), Yonsei University, Korea.
  • Oct. 2016 ~ Aug. 2017:
    Exchange Student at Informatik (Computer Science) Department of Technische Universität München (Technical University of Munich), Germany.

Publications

Preprint


International Conferences


Domestic Conferences
  • Jayeon Yoo, Dongkwan Lee, Inseop Chung, Kyomin Hwang, Seungwoo Lee, Donghyun Kim, Nojun Kwak, “지속적으로 변하는 테스트 환경에서 객체 탐지를 위한 온라인 적응 방법”, 36th Workshop on Image Processing and Image Understanding (IPIU 2024), Jan. 2024
  • Hojun Lee, Inseop Chung, Nojun Kwak, "Multi-modal sensor based framework for object detection", The 16th Korea Robotics Society Annual Conference (KRoC 2021), May. 2021


International Journal
  • DongKi Noh, Chang Ki Sung, Taeyoung Uhm, Wooju Lee, Hyungtae Lim, Jaeseok Choi, Kyuewang Lee, Dasol Hong, Daeho Um, Inseop Chung, Hochul Shin, Min-Jung Kim, Hyoung-Rock Kim, Seung-Min Baek, Hyun Myung, "X-MAS: Extremely Large-Scale Multi-Modal Sensor Dataset for Outdoor Surveillance in Real Environments", IEEE Robotics and Automation Letters (RA-L), Jan. 2023

Projects

  • Development of multimodal sensor-based intelligent systems for outdoor surveillance robots, 2019.3 ~ 2021.12