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]
- 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
Tae Eun Kwon (Master Student) [Homepage]
Virtual Try-on
Minho Lee (Master Student) [Homepage]
HumanRF
Dagyeong Na (Master Student) [Homepage]
Anomaly Detection in Time-series Data
Jihee Yoon (Master Student)
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
- Uncertainty Calibration With Energy Based Instance-wise Scaling In the Wild Dataset
Mijoo Kim, and Junseok Kwon, The 18th European Conference on Computer Vision (ECCV), Milano, Italy, 2024 [pdf] [code]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program, NRF-2020R1C1C1004907
- 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
- LOAD: Local Attribute Debiasing for Pretrained Vision Models
Seohyeon Lee, Juhyeon Nam, and Junseok Kwon, International Conference on Computer Vision (ICCV) Workshop, Paris, France, 2023
- Deep Dehazing Powered by Image Processing Network
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
- Localized Curvature-based Combinatorial Subgraph Sampling for Large-scale Graphs
Dong Wook Shu, Youjin Kim, and Junseok Kwon, Pattern Recognition (PR), vol. 139, page 109475, 2023 [pdf]
ACK: 2021-0-01341, Artificial Intelligence Graduate School Program, 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
- Self-Parameter Distillation Dehazing
Guisik Kim, and Junseok Kwon, IEEE Trans. Image Processing (TIP), Vol 32, page 631-642, 2023 [pdf]
ACK: NRF-2020R1C1C10049072, MCST-R2021040032
