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
News [Click here for a full list]
- Prof. Kwon serves as an Area Chair for CVPR 2025
- We have 5 papers accepted in ECCV2024 Workshop
- Minjun and Junhee have been received 4th place award in Dataset Distillation Challenge, ECCV2024
- We have 1 paper accepted in ECCV2024
- Prof. Kwon serves as a Senior Program Committee member (SPC) for AAAI 2025
- Dagyeong study at CMU as a visiting scholar (24/09~25/02)
- Prof. Kwon serves as a Tutorial & Workshop Chair for KCCV 2024
- Tae Eun has been received honor award in IPIU 2024
- Jisoo and Seonghak study at University of Toronto as a visiting scholar (24/01~24/07)
- Prof. Kwon serves as an Area Chair for CVPR 2024
- Prof. Kwon serves as a Senior Program Committee member (SPC) for AAAI 2024
Members
Junseok Kwon (Associate Professor) [Homepage] [Google Scholar]
Jinhee Park (Ph.D. Student) [Homepage]
Metric Learning, Confidence Calibration
Jin Hong (Ph.D. Student) [Homepage]
Image to Music Generation, Diffusion Model, Adversarial Attack
Juhyeon Park (Ph.D. Student) [Homepage]
Machine Unlearning, Adversarial Attack
Yujin Kim (Ph.D. Student) [Homepage]
Geometric Learning, Bioinformatics
Mijoo Kim (Master Student) [Homepage]
Confidence Calibration, Out-Of-Distribution Detection
Jisoo Park (Master Student) [Homepage]
Speech Enhancement, 3D Talking Head Synthesis
Seonghak Lee (Master Student) [Homepage]
NeRF, 3D Talking Head Synthesis
Taeeun Kwon (Master Student) [Homepage]
Diffusion
Minho Lee (Master Student) [Homepage]
HumanRF
Dagyeong Na (Master Student) [Homepage]
Anomaly Detection in Time-series Data
Jihee Yoon (Master Student) [Homepage]
Music Generation
Yujin Han (Bachelor Student), Junhee Cho (Bachelor Student), Hongchan Yoon (Bachelor Student), Minjun Kim (Bachelor Student), Younghyeon Park (Bachelor Student)
Alumni [Click here for a full list]
Recent & Selected Publications [Click here (Conference) and here (Journal) for a full list]
- Machine learning: Confidence Calibration, Out-Of-Distribution Detection, Metric learning, Geometric Learning, Adversarial Attack, Representation Learning, Monte Carlo sampling, Variational inference, Generative learning, Graph learning, and Meta learning,
- Computer vision: Diffusion Model, NeRF, 3D Talking Head Synthesis, HumanRF, Object detection, 3D Point clouds, Event summarization, Dehazing, and Low-light enhancement
- Speech: Speech Separation, Speech Enhancement
- 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
(*equal contribution)
- Unified Framework For Confidence Calibration and OOD Detection From Learning Feature Spaces
Jinhee Park, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV) Workshop, Out Of Distribution Generalization in Computer Vision, Milano, Italy, 2024
- 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]
- 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
- Satellite Image Dehazing based on Dual Frequency Pass Networks
Guisik Kim, Chungsang Cho, Joohyung Kang, and Junseok Kwon, IEEE Geoscience and Remote Sensing Letters (GRSL), vol. 21, page 1-5, 2024 [pdf]
ACK: CAU Research Grant
- Sampling Based Spherical Transformer For 360 Degree Image Classification
Sungmin Cho, Raehyuk Jung, and Junseok Kwon, Expert Systems with Applications (ESWA), vol 238, Part B, 2024 [pdf]
ACK: NRF-2020R1C1C1004907
- Hierarchical Bidirected Graph Convolutions For Large-Scale 3D Point Cloud Place Recognition
Dong Wook Shu, and Junseok Kwon, IEEE Trans. Neural Networks and Learning Systems (TNNLS), Vol 35, no. 7, page 9651-9662, 2024 [pdf]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program, NRF-2020R1C1C1004907
