About Me

Hi! My name is Somi Jeong and I am currently a Ph.D. student in School of Electrical and Electronics Engineering at Yonsei University, supervised by Prof. Kwanghoon Sohn. I study computer vision, and my research interests are generative models, 3D reconstruction, and multi-spectral/multi-modal visual correspondence.

Paper

• Probabilistic Prompt Learning for Dense Prediction
  Hyeongjun Kwon, Taeyong Song, Somi Jeong, Jin Kim, Jinhyun Jang, Kwanghoon Sohn
  IEEE Conference Computer Vision Pattern Recognition (CVPR), 2023
  
  
• Multi-domain Unsupervised Image-to-Image Translation with Appearance Adaptive Convolution
  Somi Jeong, Jiyoung Lee, Kwanghoon Sohn
  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022
  
  
• PASTS: Toward Effective Distilling Transformer for Panoramic Semantic Segmentation
  Jihyun Kim, Somi Jeong, Kwanghoon Sohn
  IEEE International Conference on Image Processing (ICIP), 2022
  
  
• Semantic Equalization Learning for Semi-supervised SAR Building Segmentation
  Somi Jeong, Youngjung Kim, Sungho Kim, Kwanghoon Sohn
  IEEE Geoscience and Remote Sensing Letter (GRSL), 19: 1-5, 2022
  
  
• Enriching SAR Ship Detection via Multi-stage Domain Alignment
  Eungbean Lee, Somi Jeong, Sungho Kim, Kwanghoon Sohn
  IEEE Geoscience and Remote Sensing Letter (GRSL), 19: 1-5, 2021
  
  
• Memory-guided Unsupervised Image-to-image Translation
  Somi Jeong, Youngjung Kim, Eungbeen Lee, Kwanghoon Sohn
  IEEE Conference Computer Vision Pattern Recognition (CVPR), 2021
  
  
• Stereo-augmented Depth Completion from a Single RGB-LiDAR image
  Keunhoon Choi*, Somi Jeong*, Youngjung Kim, Kwanghoon Sohn
  IEEE International Conference on Robotics and Automation (ICRA), 2021 (* indicates equal contribution)
  
  
• Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation
  Hyeongjun Kwon, Somi Jeong, Sunok Kim, Kwanghoon Sohn
  arXiv preprint arXiv:2111.04982, 2021
  
  
• Learning Building Extraction in SAR Image with Privileged Knowledge Distillation
  Eungbeen Lee, Somi Jeong, Kwanghoon Sohn
  IEEE International Symposium on Geoscience and Remote Sensing (IGARSS), 2021
  
  
• Stereoscopic Image Super-Resolution with Stereo Consistent Feature
  Wonil Song, Sungil Choi, Somi Jeong, Kwanghoon Sohn
  AAAI Conference on Artificial Intelligence (AAAI), 2020 (Oral Presentation)
  
  
• Learning to Find Unpaired Cross-spectral Correspondences
  Somi Jeong, Seungryong Kim, Kihong Park, Kwanghoon Sohn
  IEEE Transactions on Image Processing (TIP), vol. 28, no. 11, pp. 5394- 5406, Nov. 2019
  
  
• Semantic Attribute Matching Networks
  Seungryong Kim, Dongbo Min, Somi Jeong, Sunok Kim, Sangryul Jeon, Kwanghoon Sohn
  IEEE Conference Computer Vision Pattern Recognition (CVPR), 2019
  
  
• Convolutional Cost Aggregation for Robust Stereo Matching
  Somi Jeong, Seungryong Kim, Bumsub Ham, Kwanghoon Sohn
  IEEE International Conference on Image Processing (ICIP), 2017