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== '''대학원 입학에 관심 있는 학생은 곽노준 교수님([mailto:nojunk@snu.ac.kr nojunk@snu.ac.kr])께 직접 연락하세요.''' ==
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== '''People who are interested in our group or searching for a postdoc position are requested to contact [[Nojun Kwak | Prof. Kwak]] ([mailto:nojunk@snu.ac.kr nojunk@snu.ac.kr]).''' ==  
  
== We, the '''[http://bkplus.smart-humanity.snu.ac.kr/src/ Smart Humanity Convergence Center]''' at SNU, awarded a '''BK21+ program''' grant funded by Korean Government 2013. ==
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* [[Media: MIPAL_introduction.pdf| Introduction to MIPAL]] / [http://convergence.snu.ac.kr/main/archives/portfolio-items/%EC%BB%B4%ED%93%A8%ED%84%B0%EC%A7%80%EB%8A%A5-%EB%B0%8F-%ED%8C%A8%ED%84%B4%EC%9D%B8%EC%8B%9D-%EC%97%B0%EA%B5%AC%EC%8B%A4-%EB%B6%80%EA%B5%90%EC%88%98-%EA%B3%BD%EB%85%B8%EC%A4%80-%EC%A0%84%EA%B3%B5?portfolioCats=101%2C102%2C107%2C104 Video Clip] / [http://scai.snu.ac.kr/ SNU's Center for Artificial Intelligence (SCAI)]
  
== We will participate in the '''[http://www.theroboticschallenge.org/ DARPA robotics challenge]''', which will be held in June 2015. ==
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* For more information on admission, please visit the [http://convergence.snu.ac.kr homepage of SNU GSCST] and [https://gsai.snu.ac.kr/%ea%b5%90%ec%88%98%ec%a7%84-%eb%aa%a9%eb%a1%9d/ GSAI].  
 
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* Minsik Lee and Nojun Kwak coauthored a paper titled "''Efficient L1-Norm-Based Low-Rank Matrix Approximations for Large-Scale Problems Using Alternating Rectified Gradient Method''" which is accepted for publication in IEEE Transactions on Neural Networks and Learning Systems.
+
  
* Prof. Kwak recently published a paper "''Principal component analysis by Lp-norm maximization''" in IEEE Transactions on Cybernetics.
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* Intro. to MIPAL (appeared in [https://youtu.be/fB0EUWEVvMY BCS-AI@SNU mini-lecture burst series])
  
[[file:MSP_main.png | 700px]]
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* [https://github.com/MIPAL-SNU MIPAL GitHub] (New Joiner Tutorials and Archives)
 +
 
 +
<!-- * From Aug. 2019, prof. Kwak is on his sabbatical leave for [https://www.qualcomm.com/invention/artificial-intelligence/ai-research Qualcomm AI Research], San Diego.
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-->
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[[file:mipal_main.gif|800px|border|center| caption]]
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 +
== '''News''' ==
 +
* ''' A paper has been accepted in [https://2022.emnlp.org/ EMNLP 2022]''', (Backdoor Attacks in Federated Learning)
 +
 
 +
* ''' A paper has been accepted in [https://bmvc2022.org/ BMVC 2022]'''. (Neural Scene Graph)
 +
 
 +
* ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9903612 IEEE Access]''' (3D Object Detection)
 +
 
 +
* ''' [https://cs.kookmin.ac.kr/news/notice/2096?sc=326 Dr. [[Jangho Kim | Jangho Kim]] joined Kookmin University as a faculty member in September 2022].
 +
 
 +
* ''' A paper has been accepted in Sensors'''. (Face Recognition)
 +
 
 +
* ''' Two papers have been accepted in [https://eccv2022.ecva.net/ ECCV 2022]'''. (Domain Adatation for Object Detection, Few-shot Image Generation)
 +
 
 +
* ''' A paper has been accepted in [https://icml.cc/ ICML 2022]'''. (Variational on the fly Personalization)
 +
 
 +
* ''' A paper has been accepted in [https://fl4nlp.github.io/ ACL2022 workshop].''' (Backdoor Attack in Federated Learning)
 +
 
 +
* ''' Three papers have been accepted in [https://cvpr2022.thecvf.com/ CVPR 2022].''' (Semi-supervised Optical Flow, Image Matting, Semi-supervised object detection)
 +
* ''' A paper has been accepted in [https://www.2022.aclweb.org/ Findings of ACL 2022].''' (Detection of Adversarial Examples in NLP)
 +
 
 +
* ''' We have a paper accepted in [https://www.radarconf2022.org/ RadarConf 2022].''' (RD map augmentation)
 +
 
 +
* ''' A paper has been accepted in [https://icpram.scitevents.org/ ICPRAM 2022].''' (Video Inter-frame Generation)
 +
 
 +
* ''' Three papers have been accepted in [https://wacv2022.thecvf.com/home WACV 2022].''' (Few Shot Object Detection, Domain Adapted Semantic Segmentation, Hand Pose Estimation)
 +
 
 +
* ''' 3 Ph.D. Students are Graduating this February. Many congratulations to [[Jee-soo Kim| Jeesoo Kim]], [[Jangho Kim| Jangho Kim]] and [[Simyung Chang| Simyung Chang]]!!!'''
 +
 
 +
<!--
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* ''' A paper has been accepted in [https://iconip2021.apnns.org/ ICONIP 2021].''' (Object Insertion to an image)
 +
 
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* ''' A paper will be published in IEEE Access.''' (Video Object Segmentation)
 +
 
 +
* '''Prof. Kwak has [http://www.aitimes.com/news/articleView.html?idxno=139736 an interview with AiTimes].'''
 +
 
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* ''' 5 Ph.D. Students are Graduating this August. Many congratulations to [[Jaeyoung Yoo| Jaeyoung Yoo]], [[Jisoo Jeong| Jisoo Jeong]], [[Hyojin Park| Hyojin Park]], [[John H. Yang| John Yang]] and [[Seonhoon Kim|Seonhoon Kim]]!!!'''
 +
 
 +
* ''' Three papers have been accepted in [http://iccv2021.thecvf.com/home ICCV 2021]''' (Object Detection, Weakly-Supervised Object Localization, Class Activation Map)
 +
 
 +
* ''' A paper has been accepted in [https://www.iros2021.org/ IROS 2021].''' (3D data augmentation)
 +
 
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* ''' '[https://openaccess.thecvf.com/content/CVPR2021W/EVW/papers/Lin_Phase_Selective_Convolution_CVPRW_2021_paper.pdf Phase Selective Convolution]' done @[https://www.qualcomm.com/research/artificial-intelligence/ai-research QAIR] got the ''best paper award'' at [https://embeddedvisionworkshop.wordpress.com/ Embedded Vision Workshop @ CVPR2021]'''.
 +
 
 +
* ''' A paper has been accepted in [https://www.interspeech2021.org/ InterSpeech 2021].''' (Pruning, Quantization, and Knowledge Distillation)
 +
 
 +
* ''' A paper has been accepted in [https://sites.google.com/connect.hku.hk/robustml-2021/home RobustML Workshop @ ICLR2021].''' (Class-imbalanced Semi-supervised Learning)
 +
 
 +
* ''' Two papers have been accepted in [http://cvpr2021.thecvf.com/ CVPR 2021].''' (Semi-supervised Object Detection, Video Object Segmentation)
 +
 
 +
* ''' We have a paper accepted in [https://2021.ieeeicassp.org/ ICASSP 2021].''' (Personalized Pruning)
 +
 
 +
* ''' A paper has been accepted in [https://www.tinyml.org/ TinyML2021].''' (Video Object Segmentation)
 +
 
 +
* ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9343815 IEEE Access].''' (Super-resolution)
 +
 
 +
* ''' A joint work with SNU Hospital has been accepted in [https://cjasn.asnjournals.org/ Clinical Journal of the American Society of Nephrology (CJASN)].'''
 +
 
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* ''' We have a paper accepted in [https://aaai.org/Conferences/AAAI-21/ AAAI 2021]''' (Video QA)
 +
-->
 +
 
 +
----
 +
* In 2021, we have published '''1 AAAI, 1 ICASSP, 2 CVPR, 1 CVPRW, 1 InterSpeech, 1 ICLRW, 1 IROS, 3 ICCV, 1 ICONIP, 1 TinyML''' papers as well as 4 journal papers.
 +
 
 +
* In 2020, we have published '''2 AAAI, 2 ECCV, 1 ICML, 1 NeurIPS, 1 WACV, 1 ECAI, 2 CVPRW, 2 ICIP, 1 ICPR''' papers as well as 2 journal papers.
 +
<!--
 +
* ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9239282 IEEE Access].'''
 +
 
 +
* ''' A paper has been accepted in [https://neurips.cc/ NeurIPS 2020].'''
 +
 
 +
* ''' Two papers have been accepted in [https://eccv2020.eu/ ECCV 2020].'''
 +
 
 +
* ''' A paper has been accepted in [https://www.micc.unifi.it/icpr2020/ ICPR 2020].'''
 +
 
 +
* ''' A paper has been accepted in [https://icml.cc/ ICML 2020].'''
 +
 
 +
* ''' Two papers have been accepted in [https://2020.ieeeicip.org/ ICIP 2020].'''
 +
 
 +
* ''' Two papers have been accepted in [http://cvpr2020.thecvf.com/workshops-schedule CVPRW 2020].'''
 +
 
 +
* ''' A paper has been accepted in [http://ecai2020.eu/ ECAI 2020].'''
 +
 
 +
* ''' A paper has been accepted in [https://wacv20.wacv.net/ WACV 2020].'''
 +
 
 +
* ''' Two papers have been accepted in [https://aaai.org/Conferences/AAAI-20/aaai20call/ AAAI 2020]''' (both oral).
 +
-->
 +
 
 +
* In 2019, we have published '''1 ACL, 1 AAAI, 2 ICCV, 1 NeurIPS, 1 IJCNN, 1 ACML, 2 ICPRAM, 1 RadarConf''' papers as well as 4 journal papers. 
 +
<!-- * ''' A paper has been accepted in [https://neurips.cc/ NeurIPS 2019]'''.
 +
 
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* ''' A paper has been accepted in [http://www.acml-conf.org/2019/ ACML 2019]''' (oral).
 +
 
 +
* ''' We have two papers accepted in [http://iccv2019.thecvf.com ICCV 2019]'''.
 +
 
 +
* ''' A paper has been accepted in [http://www.acl2019.org/EN/index.xhtml ACL 2019]''' (oral).
 +
 
 +
* ''' We have a paper accepted in IET Radar, Sonar & Navigation'''.
 +
 
 +
* ''' We have a paper accepted in [https://www.ijcnn.org/ IJCNN2019]'''.
 +
 
 +
* ''' A paper titled '[https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8660640 TW3-based Fully Automated Bone Age Assessment System using Deep Neural Networks]' has been accepted in IEEE Access.'''
 +
 
 +
* ''' A paper has been accepted in [http://www.radarconf19.org/ 2019 IEEE Radar Conference].'''
 +
 
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* ''' Two papers were presented in [http://www.icpram.org/ ICPRAM 2019].'''
 +
 
 +
* '''We have a paper accepted in [https://aaai.org/Conferences/AAAI-19/ AAAI 2019] (record low acceptance rate of 16.2%).'''
 +
 
 +
* '''A paper titled '[https://ieeexplore.ieee.org/document/8527636 Nonparametric Estimation of Probabilistic Membership for Subspace Clustering]' was accepted in IEEE Trans. on Cybernetics.'''
 +
-->
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 +
* In 2018, we have published '''2 CVPR, 2 ECCV, 2 BMVC, 2 NeurIPS and 1 ISMIR''' papers on deep learning and '''2 EuMW and 1 MIKON''' papers on radar signal processing as well as 2 journal papers ('''IEEE TIP and PR''').
 +
<!--
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* Two journal papers were published in 2018 ('''IEEE TIP and PR''').
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-->
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* '''We won the ''[http://convergence.snu.ac.kr/blog/?p=5060 Honorable Mention Award]'' in the [https://posetrack.net/workshops/eccv2018/#challenges POSETRACK CHALLENGE at ECCV2018 workshop].'''
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<!--  * '''We have two papers accepted in [https://nips.cc/ NIPS 2018].'''
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* '''We have two papers accepted in [https://eccv2018.org/ ECCV 2018].'''
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* '''We have two papers accepted in [http://bmvc2018.org/ BMVC 2018].'''
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* [http://bkplusnrf.re.kr/bkplus16/html/sub05.html BK21+ webzine 곽노준 교수 기고문 (인공지능의 현황 및 전망)]
 +
* '''A paper was accepted in [http://ismir2018.ircam.fr/ ISMIR 2018].'''
 +
* '''We have two papers accepted in [http://www.eumweek.com/ EuMW 2018].'''
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* '''We have two papers accepted in [http://cvpr2018.thecvf.com/ CVPR 2018].'''
 +
* 우리랩 이상국, 김대식, 이명기, 손성준, 박규태 학생이 설립한 [https://www.vdotdo.ai/ V.DO]가 NAVER 투자를 받았습니다. ([http://m.news.naver.com/read.nhn?mode=LSD&sid1=001&oid=468&aid=0000326209 관련기사])
 +
* MIPAL is affiliated with '''[http://scai.snu.ac.kr/ SNU's Center for Artificial Intelligence (SCAI)]'''
 +
* 우리랩 학생들이 3개의 회사를 창업했습니다. ([http://www.alcherainc.com/ Alchera], [https://www.nalbi.ai/ Nalbi], [https://www.vdotdo.ai/ V.DO])
 +
* 우리랩 이명기, 손성준, 박규태 학생이 이끈 V.DO team이 [https://www.kaggle.com/c/data-science-bowl-2017/leaderboard Kaggle Data Science Bowl 2017]에 참가하여 총 1972팀 중 35위를 거두었습니다. (국내 팀들 중 1위)
 +
* [http://news.naver.com/main/read.nhn?mode=LSD&mid=shm&sid1=102&oid=030&aid=0002461212 전자신문 2016년 3월 18일자 곽노준 교수 관련 기사]
 +
* 우리 랩 '''이상국''' ([[Sang-Kuk Lee]]) 학생이 이끄는 마이크로미러팀이 [http://m.news.naver.com/read.nhn?mode=LSD&mid=sec&sid1=102&oid=015&aid=0003537914 '''서울대학교 창업경진대회 대상'''] 을 수상했습니다.
 +
* [http://dyros.snu.ac.kr DYROS Lab]과 함께 '''진라면 광고'''를 찍었습니다. ([http://isplus.live.joins.com/news/article/article.asp?total_id=19152356&cloc 관련기사])
 +
* We participated in the '''[http://www.theroboticschallenge.org/finalist/snu DARPA Robotics Challenge]''', and ranked 12th (2nd among the 3 teams from Korea). '''[https://www.youtube.com/watch?v=41ynO_2GPlM Video available on Youtube]'''.
 +
* We, the '''[http://bkplus.smart-humanity.snu.ac.kr/src/ Smart Humanity Research Group]''' at SNU, awarded a '''BK21+ program''' grant funded by Korean Government 2013 and 2015 respectively.
 +
-->
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 +
== '''Research Areas'''==
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* Un-/ Self-/ Semi-/ Weakly Supervised Learning
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* Model Compression
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* Object Detection
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* Semantic Segmentation
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* Pose Estimation
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* Image Translation / Synthesis
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* Super Resolution / Image Restoration
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* Generative Models
 +
* Natural Language Processing
 +
* Visual Question Answering
 +
* Multi-modal Representation Learning
 +
* Radar Signal Processing
 +
 
 +
 
 +
- [https://aideadlin.es/?sub=ML,CV,NLP,RO,SP,GR '''AI conference deadlines'''] <br>
 +
- [http://www.guide2research.com/topconf/ '''Top CS Conferences''']

Latest revision as of 21:27, 6 October 2022

People who are interested in our group or searching for a postdoc position are requested to contact Prof. Kwak (nojunk@snu.ac.kr).


caption

News

  • A paper has been accepted in EMNLP 2022, (Backdoor Attacks in Federated Learning)
  • A paper has been accepted in BMVC 2022. (Neural Scene Graph)
  • A paper has been accepted in IEEE Access (3D Object Detection)
  • A paper has been accepted in Sensors. (Face Recognition)
  • Two papers have been accepted in ECCV 2022. (Domain Adatation for Object Detection, Few-shot Image Generation)
  • A paper has been accepted in ICML 2022. (Variational on the fly Personalization)
  • A paper has been accepted in ACL2022 workshop. (Backdoor Attack in Federated Learning)
  • Three papers have been accepted in CVPR 2022. (Semi-supervised Optical Flow, Image Matting, Semi-supervised object detection)
  • A paper has been accepted in Findings of ACL 2022. (Detection of Adversarial Examples in NLP)
  • A paper has been accepted in ICPRAM 2022. (Video Inter-frame Generation)
  • Three papers have been accepted in WACV 2022. (Few Shot Object Detection, Domain Adapted Semantic Segmentation, Hand Pose Estimation)



  • In 2021, we have published 1 AAAI, 1 ICASSP, 2 CVPR, 1 CVPRW, 1 InterSpeech, 1 ICLRW, 1 IROS, 3 ICCV, 1 ICONIP, 1 TinyML papers as well as 4 journal papers.
  • In 2020, we have published 2 AAAI, 2 ECCV, 1 ICML, 1 NeurIPS, 1 WACV, 1 ECAI, 2 CVPRW, 2 ICIP, 1 ICPR papers as well as 2 journal papers.
  • In 2019, we have published 1 ACL, 1 AAAI, 2 ICCV, 1 NeurIPS, 1 IJCNN, 1 ACML, 2 ICPRAM, 1 RadarConf papers as well as 4 journal papers.
  • In 2018, we have published 2 CVPR, 2 ECCV, 2 BMVC, 2 NeurIPS and 1 ISMIR papers on deep learning and 2 EuMW and 1 MIKON papers on radar signal processing as well as 2 journal papers (IEEE TIP and PR).

Research Areas

  • Un-/ Self-/ Semi-/ Weakly Supervised Learning
  • Model Compression
  • Object Detection
  • Semantic Segmentation
  • Pose Estimation
  • Image Translation / Synthesis
  • Super Resolution / Image Restoration
  • Generative Models
  • Natural Language Processing
  • Visual Question Answering
  • Multi-modal Representation Learning
  • Radar Signal Processing


- AI conference deadlines
- Top CS Conferences