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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)]
 
* [[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)]
  
* For more information on admission, please visit the [http://convergence.snu.ac.kr homepage of SNU GSCST].  
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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].  
  
 
* Intro. to MIPAL (appeared in [https://youtu.be/fB0EUWEVvMY BCS-AI@SNU mini-lecture burst series])  
 
* Intro. to MIPAL (appeared in [https://youtu.be/fB0EUWEVvMY BCS-AI@SNU mini-lecture burst series])  
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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.
 
<!-- * 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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== '''News''' ==
 
== '''News''' ==
* ''' '[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 best paper award at [https://embeddedvisionworkshop.wordpress.com/ Embedded Vision Workshop @ CVPR2021]'''.
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* ''' A paper has been accepted in [https://icml.cc/ ICML 2022]'''. (Variational on the fly Personalization)
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* ''' A paper has been accepted in [https://fl4nlp.github.io/ ACL2022 workshop].''' (Backdoor Attack in Federated Learning)
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* ''' Three papers have been accepted in [https://cvpr2022.thecvf.com/ CVPR 2022].''' (Semi-supervised Optical Flow, Image Matting, Semi-supervised object detection)
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* ''' A paper has been accepted in [https://www.2022.aclweb.org/ Findings of ACL 2022].''' (Detection of Adversarial Examples in NLP)
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* ''' We have a paper accepted in [https://www.radarconf2022.org/ RadarConf 2022].''' (RD map augmentation)
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* ''' A paper has been accepted in [https://icpram.scitevents.org/ ICPRAM 2022].''' (Video Inter-frame Generation)
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* ''' Three papers have been accepted in [https://wacv2022.thecvf.com/home WACV 2022].''' (Few Shot Object Detection, Domain Adapted Semantic Segmentation, Hand Pose Estimation)
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* ''' 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)
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* '''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]]!!!'''
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* ''' Three papers have been accepted in [http://iccv2021.thecvf.com/home ICCV 2021]''' (Object Detection, Weakly-Supervised Object Localization, Class Activation Map)
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* ''' 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/ IntrtSpeech2001].''' (Presonalized Quantization, Pruning, Knowledge Distillation)
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* ''' 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)
 
* ''' A paper has been accepted in [https://sites.google.com/connect.hku.hk/robustml-2021/home RobustML Workshop @ ICLR2021].''' (Class-imbalanced Semi-supervised Learning)
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* ''' We have a paper accepted in [https://aaai.org/Conferences/AAAI-21/ AAAI 2021]''' (Video QA)
 
* ''' We have a paper accepted in [https://aaai.org/Conferences/AAAI-21/ AAAI 2021]''' (Video QA)
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* 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 3 journal papers.
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* 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.
 
<!--
 
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* ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9239282 IEEE Access].'''
 
* ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9239282 IEEE Access].'''
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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.
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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''').
 
* Two journal papers were published in 2018 ('''IEEE TIP and PR''').
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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].'''
 
* '''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].'''

Latest revision as of 11:28, 19 June 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 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-/ Semi-/ Weakly Supervised Learning
  • Model Compression
  • Object Detection
  • Semantic Segmentation
  • Pose Estimation
  • Image Translation / Synthesis
  • Super Resolution / Image Restoration
  • Reinforcement Learning
  • Visual Question Answering
  • Semantic Sentence Matching
  • Radar Signal Processing


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