Computer Vision Machine Learning Lab
School of Computer Science and Engineering
Graduate School of Artificial Intelligence, Chung-Ang University
221 Hueksuk-Dong, Dongjak-gu, Seoul, 156-756, Korea
Computer Vision Machine Learning Lab
School of Computer Science and Engineering
Graduate School of Artificial Intelligence, Chung-Ang University
221 Hueksuk-Dong, Dongjak-gu, Seoul, 156-756, Korea
Conference Publications (2025)
- Towards Generalizable Time Series Forecasting via IB-Regularized Transformer-Diffusion
Dagyeong Na, Jinho Kang, and Junseok Kwon, IEEE International Conference on Data Mining (ICDM), Washington DC, USA, 2025 [pdf] [code]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
- Lightweight Wasserstein Audio-Visual Model for Unified Speech Enhancement and Separation
Jisoo Park*, Seonghak Lee*, Guisik Kim, Taewoo Kim, Junseok Kwon, IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), Honolulu, Hawaii, USA, 2025 [pdf] [code]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
* Equal contribution
- Occlusion-Robust Multi-Object Tracking with Adaptive Feature Management and Motion Compensation
Jin Hong, Yoojin Han, Junseok Kwon, IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS), Tainan, Taiwan, 2025 [pdf] [code]
[Excellent Paper Award]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
- Lightweight Grounding Model Combining a CLIP-based Encoder With an Upsampling Decoder
Jihee Yoon, Seunga Lee, Haesol Jeong, Junseok Kwon, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshop, Nashville, USA, 2025
- Physics-Informed Neural Operators for Tissue Elasticity Reconstruction
Youjin Kim, Jae Yong Lee+, Junseok Kwon+, Medical Image Computing and Computer Assisted Intervention (MICCAI), Daejeon, Seoul, 2025 [pdf] [Early Accept (top 9% of submissions)] [pdf] [code]
+ Corresponding authors
- Leveraging Stereo Vision with Deep Learning for Joint Deflection Measurement in SideWalks
Jisoo Park+, Seonghak Lee+, Paul Hyunbin Cho, ZongKai Xia, Loucif Hebbache, IEEE International Conference on Consumer Electronics (ICCE), Las Vegas, USA, 2025 [pdf]
+This work was done when they were working at University of Toronto.
Conference Publications (2024)
- diffMusic: A Multi-Stage Model for Contextually Aligned Music Generation from Visual Inputs
Jin Hong, Taeun Lee, and Junseok Kwon , 14th Asian Conference on Computer Vision (ACCV) Workshop, Oral presentation, Hanoi, Vietnam, 2024
- Towards Calibrated Robust Fine-Tuning of Vision-Language Models
Changdae Oh, Hyesu Lim, Mijoo Kim+, Dongyoon Han, Sangdoo Yun, Jaegul Choo, Alexander Hauptmann, Zhi-Qi Cheng, Kyungwoo Song, Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024 [pdf]
+This work was done when she was working at Carnegie Mellon University.
- Optimizing Dataset Distillation Using DATM: Adjusting Learning Rate and Upper Bound
Minjun Kim, Junhee Cho, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV) Workshop, 4th place award, Dataset Distillation Challenge , Milano, Italy, 2024 [pdf]
- Satellite Image Dehazing Via Masked Image Modeling and Jigsaw Transformation
Guisik Kim , Choongsang Cho, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV) Workshop, Advances in Image Manipulation workshop and challenges , Milano, Italy, 2024 [pdf]
- WildTalker: Talking Portrait Synthesis In the Wild
Seonghak Lee*, Jisoo Park*, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV) Workshop, 3D Modeling, Reconstruction, and Generation in the Wild, Milano, Italy, 2024 [pdf]
* Equal contribution
- Geometry-Preserved Image Editing
Taeeun Kwon, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV) Workshop, Milano, Italy, 2024
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
- POTF: Prompt-based Object-centric Tensorial Field
Seonghak Lee*, Jisoo Park*, and Junseok Kwon, International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 2024 [pdf]
(*equal contribution)
ACK: BK21 FOUR, NRF-2020R1C1C1004907
Conference Publications (2023)
Seohyeon Lee, Juhyeon Nam, and Junseok Kwon, International Conference on Computer Vision (ICCV) Workshop, Paris, France, 2023
Guisik Kim, Jinhee Park, and Junseok Kwon, Computer Vision and Pattern Recognition (CVPR) Workshop, Vancouver, Canada, 2023 [pdf]
ACK: Seoul Campus Town Technology R&D Project
Conference Publications (2022)
Sung Woo Park, Hyomin Kim, Hyeseong Kim, and Junseok Kwon, International Conference on Learning Representations (ICLR) Workshop on Geometrical and Topological Representation Learning, 2022 [pdf]
ACK: National Program for Excellence in SW (20170001000051001)
[Extension]
Sung Woo Park, Hyomin Kim, Kyungjae Lee, and Junseok Kwon, Conference on Neural Information Processing Systems (NeurIPS), 2022 [pdf] [suppl]
ACK: NRF-2020R1C1C1004907, MCST-R2021040032
Seohyeon Lee, Guisik Kim, and Junseok Kwon, International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 2022 [pdf]
Youjin Kim, Jinhee Park, and Junseok Kwon, International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 2022 [pdf]
Sungmin Cho, Jinwook Paeng, and Junseok Kwon, International Conference on ICT Convergence (ICTC), Jeju, Korea, Oct. 2022 [pdf]
Sung Woo Park, Kyungjae Lee, and Junseok Kwon, International Conference on Learning Representations (ICLR), 2022 [pdf]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
Conference Publications (2021)
Jisoo Kim, Jisoo Park, and Junseok Kwon, The 12th International Conference on ICT Convergence (ICTC), Jeju Island, Korea. 2021 [pdf]
ACK: National Program for Excellence in SW (20170001000051001) , LINC+
Sungmin Cho, Hyeseong Kim, and Junseok Kwon, The 28th IEEE International Conference on Image Processing (ICIP), Anchorage, Alaska, USA. 2021 [pdf] [code]
ACK: National Program for Excellence in SW (20170001000051001)
Sung Woo Park, Dong Wook Shu, and Junseok Kwon, The 38th International Conference on Machine Learning (ICML), 2021 [pdf] [suppl]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program
Sungmin Cho, Jinwook Paeng, Taehong Kim, Chanil Kim, Ji Soo Kim, Hyeseong Kim, and Junseok Kwon, The 35th International Conference on Information Networking (ICOIN), 2021 [pdf]
ACK: IITP-20170001000041001, IITP-2020-2018-0-01799
Conference Publications (2020)
Conference Publications (2019)
Janghoon Choi, Junseok Kwon, and Kyoung Mu Lee, International Conference on Computer Vision (ICCV), Seoul, Korea, 2019 [pdf]
Guisik Kim, Jinhee Park, Suhyeon Ha and Junseok Kwon, Computer Vision and Pattern Recognition (CVPR) Workshop, Long beach, USA, 2019 [pdf]
ACK: IITP-2017-0-01780
Sungmin Cho, Bowon Choi, Do-Hwi Kim, and Junseok Kwon, The 26th IEEE International Conference on Image Processing (ICIP) Oral presentation , Taipei, Taiwan, 2019 [pdf]
Guisik Kim, Dokyeong Kwon, and Junseok Kwon, The 26th IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, 2019 [pdf]
ACK: NRF-2018R1A4A1059731
Sungyong Baik, Junseok Kwon, and Kyoung Mu Lee, The 26th IEEE International Conference on Image Processing (ICIP) Oral presentation , Taipei, Taiwan, 2019 [pdf]
Dohyun Kim, Joongheon Kim, Junseok Kwon and Tae-Hyung Kim, International Joint Conference on Neural Networks (IJCNN), Budapest, Hungary, 2019 [pdf]
Conference Publications (2018)
Dohyun Kim, Junseok Kwon, and Joongheon Kim International Conference on Systems, Man, and Cybernetics (SMC), Miyazaki, Japan. 2018. [pdf]
Guisik Kim, Suhyeon Ha, and Junseok Kwon, The 25th IEEE International Conference on Image Processing (ICIP), Athens, Greece, 2018 [pdf]
Conference Publications (~2017)
Guisik Kim, and Junseok. Kwon, The 28th British Machine Vision Conference (BMCV), London, England. 2017. [pdf]
Santiago Manen, Junseok Kwon, Matthieu Guillaumin, and Luc Van Gool, The 13th European Conference on Computer Vision (ECCV), Zurich, Switzerland. 2014. [pdf]
Junseok Kwon, Junha Roh, Kyoung Mu Lee, and Luc Van Gool, The 13th European Conference on Computer Vision (ECCV), Zurich, Switzerland. 2014. [pdf]
Junseok Kwon, and Kyoung Mu Lee, The 27th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Ohio, USA. 2014. [pdf]
Junha Roh, Dong Woo Park, Junseok Kwon, and Kyoung Mu Lee, Asia Pacific Signal and Information Processing Association Conference (APSIPA), Kaohsiung, Taiwan. 2013. (Oral presentation) [pdf]
Junseok Kwon, and Kyoung Mu Lee, The 26th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Portland, USA. 2013. [pdf]
Dong Woo Park, Junseok Kwon, and Kyoung Mu Lee, The 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, USA. 2012. [pdf]
Junseok Kwon, and Kyoung Mu Lee, The 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, USA. 2012. [pdf]
Junseok Kwon, and Kyoung Mu Lee, The 13th IEEE International Conference on Computer Vision (ICCV), Barcelona, Spain. 2011. (Oral presentation, 3.7% acceptance rate)
Junseok Kwon, and Kyoung Mu Lee, The 23th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, USA. 2010. (Oral presentation, 4.5% acceptance rate)
Junseok Kwon, and Kyoung Mu Lee, The 12th IEEE International Conference on Computer Vision (ICCV) Workshop, Kyoto, Japan. 2009. (Oral presentation) [pdf]
Junseok Kwon, and Kyoung Mu Lee, The 22th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami, USA. 2009.
Junseok Kwon, and Kyoung Mu Lee, The 10th European Conference on Computer Vision (ECCV), Marseille, France. 2008.