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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]).''' == | == '''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]).''' == | ||
− | * [[Media: MIPAL_introduction.pdf| Introduction to MIPAL]] / [ | + | * [[Media: MIPAL_introduction.pdf| Introduction to MIPAL]] / [https://convergence.snu.ac.kr/bbs/board.php?bo_table=lab&wr_id=8 Video Clip], [https://youtu.be/hEjuoB5jHvE?si=uzQ8_Rew1O7l4V-I Intro.] / [http://aiis.snu.ac.kr/ AI Institute SNU (AIIS)] |
− | * For more information on admission, please visit the [http://convergence.snu.ac.kr homepage of SNU GSCST]. | + | * 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]) | ||
+ | |||
+ | * [https://github.com/MIPAL-SNU MIPAL GitHub] (New Joiner Tutorials and Group Study Archives) | ||
+ | |||
+ | * [https://www.youtube.com/@mipal-snu8300 MIPAL Youtube] (Weekly Seminar Recordings) | ||
<!-- * 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''' == | ||
− | * ''' 5 Ph.D. Students are Graduating this August. Many | + | * ''' A paper has been accepted in NeurIPS 2024.''' (Deep Support Vectors) |
+ | |||
+ | * ''' [[KiYoon Yoo | KiYoon Yoo]] achieved his Ph.D. degree last summer. Many congratulations!''' | ||
+ | |||
+ | * ''' A paper has been accepted in ECCV 2024.''' (Protagonist Editing in Video Diffusion Models) | ||
+ | |||
+ | * ''' A paper has been accepted in NAACL 2024.''' (Multi-bit text watermarking) | ||
+ | |||
+ | * ''' Three papers have been accepted in CVPR 2024 workshops.''' (Video highlight detection, Coreset selection, White-bear problem) | ||
+ | |||
+ | * ''' A paper has been accepted in CVPR 2024.''' (Test-time adaptation in object detection) | ||
+ | |||
+ | * ''' Two papers have been accepted in ICLR 2024 workshops'''. (Domain Adaptation in Wild-fire Detection / Open-Domain Generalization) | ||
+ | |||
+ | * ''' Six Ph.D students and one Ms. student are graduating this February! Many congrats to [[Sangho Lee |Sangho Lee]], [[Saem Park | Saem Park]], [[SeongUk Park | SeongUk Park]], [[Wonmin Cho | Wonmin Cho]], [[Hojun Lee | Hojun Lee]], [[Inseop Chung | Inseop Chung]] and [[Seungwoo Lee | Seungwoo Lee]]! | ||
+ | |||
+ | * ''' A paper has been accepted in Signal Processing.''' (Generalized mean for subspace learning; A cowork with [[Jiyong Oh | Dr. Jiyong Oh]].) | ||
+ | |||
+ | * ''' A paper has been accepted in ICLR 2024.''' (Explanation of AI) | ||
+ | |||
+ | * ''' A paper has been accepted in AAAI 2024.''' (Any-way Meta-learning) | ||
+ | |||
+ | * ''' A paper has been accepted in WACV 2024.''' (Relighting NeRF) | ||
+ | |||
+ | * ''' A paper has been accepted in NeurIPS 2023 Workshop.''' (ConcatPlexer) | ||
+ | |||
+ | * ''' A paper has been accepted in NeurIPS 2023.''' (Meta-learning) | ||
+ | |||
+ | * ''' A paper has been published in IEEE Access.''' (Super-resolution) | ||
+ | |||
+ | * ''' [[Hyemin Won | Hyemin Won]], [[Chaerin Kong | Chaerin Kong]] and [[Donghoon Han | Donghoon Han]] have graduated this summer. Many congratulations! ''' | ||
+ | |||
+ | * ''' A paper has been accepted in ACM MM 2023.''' (Network Pruning) | ||
+ | |||
+ | * ''' A paper has been accepted in ICCV 2023.''' (Few-shot NeRF) | ||
+ | |||
+ | * ''' A paper has been accepted in Sensors.''' (Image recommender system) | ||
+ | |||
+ | * ''' A paper has been accepted in UAI 2023.''' (Multi-person Pose Estimation) | ||
+ | |||
+ | * ''' A paper has been accepted in CVPR 2023 Workshop.''' (Audio-aligned Diffusion Model) | ||
+ | |||
+ | * ''' A paper has been accepted in ACL 2023.''' (Text Watermarking) | ||
+ | |||
+ | * ''' A paper has been accepted in ICML 2023.''' (End-to-end Object Detection) | ||
+ | |||
+ | * ''' A paper has been accepted in IEEE Access.''' (Repeated Translation in Generative Models) | ||
+ | |||
+ | * ''' Two papers have been accepted in ICLR 2023 workshops.''' (Sleep-staging, Guidance in Diffusion Model) | ||
+ | |||
+ | * '''[[Jaeseok Choi | Jaeseok Choi]] and [[Jiho Jang | Jiho Jang]] have just graduated! Many congratulations to both of you! | ||
+ | |||
+ | * ''' A paper has been accepted in [https://cvpr2023.thecvf.com/ CVPR 2023].''' (Few-shot NeRF) | ||
+ | |||
+ | * ''' We have a paper accepted in [https://2023.ieeeicassp.org/ ICASSP 2023]'''. (Object Removal) | ||
+ | |||
+ | * ''' Our paper "Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation" won the best paper award in [https://vap.aau.dk/rws2023-program/ The 3rd Workshop on Real-World Surveillance: Applications and Challenges at WACV2023]! | ||
+ | |||
+ | * ''' A paper has been accepted in [https://ieeexplore.ieee.org/document/9996406 IEEE Access]'''. (Model Compression) | ||
+ | |||
+ | * ''' A paper has been accepted in [https://aaai.org/Conferences/AAAI-23/ AAAI 2023]'''. (Multimodal Unified Representation Learning) | ||
+ | |||
+ | * ''' A paper has been accepted in [https://vap.aau.dk/rws-wacv2023/ WACV 2023 Workshop]'''. (Domain Adaptation for Semantic Segmentation) | ||
+ | |||
+ | * ''' Two papers have been accepted in [https://wacv2023.thecvf.com/home WACV 2023]'''. (Self-Distilled Self Supervised Learning, Fashion Image Editing by Diffusion Model) | ||
+ | |||
+ | * ''' [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]. | ||
+ | |||
+ | ---- | ||
+ | * In 2022, we have published '''3 CVPR, 2 ECCV, 1 ICML, 1 EMNLP, 3 WACV, 1 Findings of ACL, 1 BMVC''' papers as well as 4 other conference and 3 journal papers. | ||
+ | |||
+ | <!-- | ||
+ | * ''' 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) | ||
+ | |||
+ | * ''' A paper has been accepted in Sensors'''. (Face Recognition) | ||
+ | |||
+ | * ''' Two papers have been accepted in [https://eccv2022.ecva.net/ ECCV 2022]'''. (Domain Adaptation 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]]!!!''' | ||
+ | |||
+ | * ''' A paper has been accepted in [https://iconip2021.apnns.org/ ICONIP 2021].''' (Object Insertion to an image) | ||
+ | |||
+ | * ''' 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].''' | ||
+ | |||
+ | * ''' 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) | * ''' 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) | * ''' A paper has been accepted in [https://www.iros2021.org/ IROS 2021].''' (3D data augmentation) | ||
− | * ''' '[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]'''. | + | * ''' '[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://www.interspeech2021.org/ InterSpeech 2021].''' (Pruning, Quantization, and Knowledge Distillation) | ||
Line 36: | Line 143: | ||
* ''' 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) | ||
− | + | --> | |
− | + | * 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 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. | ||
Line 111: | Line 218: | ||
== '''Research Areas'''== | == '''Research Areas'''== | ||
− | * Un-/ Semi-/ Weakly Supervised Learning | + | * Un-/ Self-/ Semi-/ Weakly Supervised Learning |
* Model Compression | * Model Compression | ||
* Object Detection | * Object Detection | ||
Line 118: | Line 225: | ||
* Image Translation / Synthesis | * Image Translation / Synthesis | ||
* Super Resolution / Image Restoration | * Super Resolution / Image Restoration | ||
− | * | + | * Generative Models |
+ | * Natural Language Processing | ||
* Visual Question Answering | * Visual Question Answering | ||
− | * | + | * Multi-modal Representation Learning |
* Radar Signal Processing | * Radar Signal Processing | ||
Latest revision as of 10:06, 26 September 2024
People who are interested in our group or searching for a postdoc position are requested to contact Prof. Kwak (nojunk@snu.ac.kr).
- For more information on admission, please visit the homepage of SNU GSCST and GSAI.
- Intro. to MIPAL (appeared in BCS-AI@SNU mini-lecture burst series)
- MIPAL GitHub (New Joiner Tutorials and Group Study Archives)
- MIPAL Youtube (Weekly Seminar Recordings)
News
- A paper has been accepted in NeurIPS 2024. (Deep Support Vectors)
- KiYoon Yoo achieved his Ph.D. degree last summer. Many congratulations!
- A paper has been accepted in ECCV 2024. (Protagonist Editing in Video Diffusion Models)
- A paper has been accepted in NAACL 2024. (Multi-bit text watermarking)
- Three papers have been accepted in CVPR 2024 workshops. (Video highlight detection, Coreset selection, White-bear problem)
- A paper has been accepted in CVPR 2024. (Test-time adaptation in object detection)
- Two papers have been accepted in ICLR 2024 workshops. (Domain Adaptation in Wild-fire Detection / Open-Domain Generalization)
- Six Ph.D students and one Ms. student are graduating this February! Many congrats to Sangho Lee, Saem Park, SeongUk Park, Wonmin Cho, Hojun Lee, Inseop Chung and Seungwoo Lee!
- A paper has been accepted in Signal Processing. (Generalized mean for subspace learning; A cowork with Dr. Jiyong Oh.)
- A paper has been accepted in ICLR 2024. (Explanation of AI)
- A paper has been accepted in AAAI 2024. (Any-way Meta-learning)
- A paper has been accepted in WACV 2024. (Relighting NeRF)
- A paper has been accepted in NeurIPS 2023 Workshop. (ConcatPlexer)
- A paper has been accepted in NeurIPS 2023. (Meta-learning)
- A paper has been published in IEEE Access. (Super-resolution)
- Hyemin Won, Chaerin Kong and Donghoon Han have graduated this summer. Many congratulations!
- A paper has been accepted in ACM MM 2023. (Network Pruning)
- A paper has been accepted in ICCV 2023. (Few-shot NeRF)
- A paper has been accepted in Sensors. (Image recommender system)
- A paper has been accepted in UAI 2023. (Multi-person Pose Estimation)
- A paper has been accepted in CVPR 2023 Workshop. (Audio-aligned Diffusion Model)
- A paper has been accepted in ACL 2023. (Text Watermarking)
- A paper has been accepted in ICML 2023. (End-to-end Object Detection)
- A paper has been accepted in IEEE Access. (Repeated Translation in Generative Models)
- Two papers have been accepted in ICLR 2023 workshops. (Sleep-staging, Guidance in Diffusion Model)
- Jaeseok Choi and Jiho Jang have just graduated! Many congratulations to both of you!
- A paper has been accepted in CVPR 2023. (Few-shot NeRF)
- We have a paper accepted in ICASSP 2023. (Object Removal)
- Our paper "Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation" won the best paper award in The 3rd Workshop on Real-World Surveillance: Applications and Challenges at WACV2023!
- A paper has been accepted in IEEE Access. (Model Compression)
- A paper has been accepted in AAAI 2023. (Multimodal Unified Representation Learning)
- A paper has been accepted in WACV 2023 Workshop. (Domain Adaptation for Semantic Segmentation)
- Two papers have been accepted in WACV 2023. (Self-Distilled Self Supervised Learning, Fashion Image Editing by Diffusion Model)
- In 2022, we have published 3 CVPR, 2 ECCV, 1 ICML, 1 EMNLP, 3 WACV, 1 Findings of ACL, 1 BMVC papers as well as 4 other conference and 3 journal papers.
- 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).
- We won the Honorable Mention Award in the POSETRACK CHALLENGE at ECCV2018 workshop.
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