Digital Image Media Lab is a research lab based in Yonsei University, Seoul, South Korea. Since the lab was founded in 1996 under supervision of Prof. Kwanghoon Sohn, we have been conducting research on diverse topics in image processing and computer vision area.
- Congratulations! Ilhoon Yoon (M.S. Student)'s paper has been accepted in
ECCV,
July. 2024
"Enhancing Source-Free Object Detection with Low-Confidence Pseudo-Label Distillation,"
I. Yoon, H. Kwon, J. Kim, J. Park, and K. Sohn.
European Conference on Computer Vision (ECCV), Sep. 2024.
- Congratulations! EungBean Lee (Ph.D. Student)'s paper has been accepted in
ECCV,
July. 2024
"EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Models,"
E. Lee, S. Jeong, and K. Sohn.
European Conference on Computer Vision (ECCV), Sep. 2024.
- Congratulations! Hyeongjun Kwon (Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2024
"Improving Visual Recognition via Visual-Semantic Hierarchy Mapping,"
H. Kwon, J. Jang, J. Kim, K. Kim, and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2024.
- Congratulations! Jihyun Kim (Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2024
"Diffusion-driven GAN Inversion for Multi-Modal Facial Image Generation,"
J. Kim, C. Oh, H. Do, S. Kim and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2024.
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in
ICLR,
Jan. 2024
"Bridging Vision and Language Spaces with Assignment Prediction,"
J. Park, J. Lee, and K. Sohn.
Proc. International Conference on Learning Representations (ICLR), May. 2024.
- Congratulations! Junyoung Park (M.S. Student)'s paper has been accepted in
WACV,
Oct. 2023
"Layer-wise Auto-Weighting for Non-Stationary Test-Time Adaptation"
J. Park, J. Kim, H. Kwon, I. Yoon and K. Sohn
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January. 2024.
- Congratulations! Wonil Song (Ph.D. Student)'s paper has been accepted in
ESWA,
Aug. 2023
"Learning disentangled skills for hierarchical reinforcement learning through trajectory autoencoder with weak labels,"
W. Song, S. Jeon, H. Choi, K. Sohn, and D. Min
Expert Systems with Applications (ESWA), Early Access.
- Congratulations! Yeji Choi (Ph.D. Student)'s paper has been accepted in
ICIP,
Aug. 2023
"Face Photo-sketch Synthesis via Domain-invariant Feature Embedding"
Y. Choi, K. Sohn and I. Kim
IEEE International Conference on Image Processing (ICIP), October. 2023.
- Congratulations! Jinhyun Jang (Ph.D. Student)'s paper has been accepted in
ICCV,
July. 2023
"Knowing Where to Focus: Event-aware Transformer for Video Grounding"
J. Jang, J. Park, J. Kim, H. Kwon and K. Sohn
IEEE International Conference on Computer Vision (ICCV), October. 2023.
- Congratulations! Hanjae Kim (Ph.D. Student)'s paper has been accepted in
ICCV,
July. 2023
"Contextual, Discriminative, and Unbiased Compositional Zero-Shot Learning"
H. Kim, J. Lee, S. Park and K. Sohn
IEEE International Conference on Computer Vision (ICCV), October. 2023.
- Congratulations! Sunok Kim (Research Professor)'s paper has been accepted in
TPAMI,
May. 2023
"Stereo Confidence Estimation via Locally Adaptive Fusion and Knowledge Distillation,"
S. Kim, S. Kim, D. Min, P. Frossard and K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Early Access.
- Congratulations! Hyeongjun Kwon (M.S. Student)'s paper has been accepted in
CVPR,
Feb. 2023
"Probabilistic Prompt Learning for Dense Prediction,"
T. Song, S. Jeong, J. Kim, J. Jand, and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2023.
- Congratulations! Taeyong Song (Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2023
"Unsupervised Deep Asymmetric Stereo Matching with Spatially-Adaptive Self-Similarity,"
S. Kim, and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2023.
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2023
"Dual-path Adaptation from Image to Video Transformers,"
J. Lee, and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2023.
- Congratulations! Minsu Kim (Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2023
"PartMix: Regularization Strategy to Learn Part Discovery for Visible-Infrared Person Re-identification,"
S. Kim, J. Park, S. Park, and K. Sohn.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2023.
- Congratulations! Hyesong Choi(Ph.D. Student)'s paper has been accepted in
CVPR,
Feb. 2023
"Local-guided Global: Paired Similarity Representation for Visual Reinforcement Learning,"
H. Lee, W. Song, K. Sohn, and D. Min.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June. 2023.
- Congratulations! Hunsang Lee (Ph.D.)'s paper has been accepted in
Access,
Feb. 2023
"Cross-scale KNN Image Transformer for Image Restoration,"
H. Lee, H. Choi, K. Sohn and D. Min.
IEEE Access (Access), Early access.
- Congratulations! Minsu Kim (Ph.D. Student)'s paper has been accepted in
GRSL,
Nov. 2022
"Learning Semantic Keypoints for Object Detection in Aerial Images,"
M. Kim, S. Joung, T. Song, H. Kim and K. Sohn.
IEEE Geoscience and Remote Sensing Letters (GRSL), Early access.
- Congratulations! Seongheon Park (M.S.)'s paper has been accepted in
WACV,
Nov. 2022
"Normality Guided Multiple Instance Learning for Weakly Supervised Video Anomaly Detection,"
S. Park, H. Kim, M. Kim, D. Kim, and K. Sohn.
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January. 2023.
- Congratulations! Dahye Kim (M.S.)'s paper has been accepted in
WACV,
Nov. 2022
"Language-free Training for Zero-shot Video Grounding"
D. Kim, J. Park, J. Lee, S. Park, and K. Sohn.
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January. 2023.
- Congratulations! Sangryul Jeon (Ph.D.)'s paper has been accepted in
BMVC,
Nov. 2022
"COAT: Correspondence-driven Object Appearance Transfer"
S. Jeon, Z. Zhang, Z. Lin, S. Cohen, Z. Ding and K. Sohn
British Machine Vision Conference (BMVC), November, 2022.
- Congratulations! Keunheun Choi (Ph.D. Student)'s paper has been accepted in
GRSL,
Sep. 2022
"Deep Cascade Network for Noise-Robust SAR Ship Detection With Label Augmentation,"
K. Choi, T. Song, S. Kim, H. Jang, N. Ha, and K. Sohn.
IEEE Geoscience and Remote Sensing Letters (GRSL), Early access.
- Congratulations! Kwonyoung Kim (Ph.D. Student)'s paper has been accepted in
ECCV,
July. 2022
"PointFix: Learning to Fix Domain Bias for Robust Online Stereo Adaptation"
K. Kim, J. Park, J. Lee, D. Min, and K. Sohn
European Conference on Computer Vision (ECCV), October, 2022.
- Congratulations! Eungbean Lee (Ph.D. Student)'s paper has been accepted in
GRSL,
July. 2022
"Semantic Equalization Learning for Semi-supervised SAR Building Segmentation"
E. Lee, S. Jeong, J. Kim and K. Sohn
IEEE Geoscience and Remote Sensing Letters (GRSL), Early Access.
- Congratulations! Taeyong Song (Ph.D.)'s paper has been accepted in
GRSL,
June. 2022
"Shape-Robust SAR Ship Detection via Context-Preserving Augmentation and Deep Contrastive RoI Learning,"
T. Song, S. Kim and K. Sohn
IEEE Geoscience and Remote Sensing Letters (GRSL), Early Access.
- Congratulations! Jaehoon Cho (Ph.D.)'s paper has been accepted in
TIP,
May. 2022
"Memory-guided Image De-raining Using Time-Lapse Data"
J. Cho, S. Kim and K. Sohn
IEEE Trans. on Image Processing (TIP), Early Access.
- Congratulations! Hyungjun Kwon (Ph.D. Student)'s paper has been accepted in
ICIP,
Mar. 2022
"Mask-guided Attention and Episode Adaptive Weights for Few-shot Segmentation"
H. Kwon, T. Song, S. Kim and K. Sohn
IEEE International Conference on Image Processing (ICIP), October 2022.
- Congratulations! Jihyun Kim (Ph.D. Student)'s paper has been accepted in
ICIP,
Mar. 2022
"PASTS: Toward Effective Distilling Transformer for Panoramic Semantic Segmentation"
J. Kim, S. Jeong and K. Sohn
IEEE International Conference on Image Processing (ICIP), October 2022.
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2022
"Probabilistic Representations for Video Contrastive Learning"
J. Park, J. Lee, I. Kim and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2022.
- Congratulations! Jin Kim (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2022
"Pin the Memory: Learning to Generalize Semantic Segmentation"
J. Kim, J. Lee, J. Park, D. Min and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2022.
- Congratulations! Hunsang Lee (Ph.D.)'s paper has been accepted in
CVPR,
Mar. 2022
"KNN Local Attention for Image Restoration"
H. Lee, H. Choi, K. Sohn and D. Min
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2022.
- Congratulations! Somi Jeong (Ph.D.)'s paper has been accepted in
ICASSP,
Jan. 2022
"Multi-Domain Unsupervised Image-to-image Translation with Appearance Adaptive Convolution"
S. Jeong, J. Lee and K. Sohn
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May. 2022.
- Congratulations! Taeyong Song (Ph.D.)'s paper has been accepted in
RadarConf,
Mar. 2022
"Context-Preserving Instance-Level Augmentation and Deformable Convolution Networks for SAR Ship Detection"
T. Song, S. Kim, ST. Kim, J. Lee, K. Sohn
IEEE Radar Conference (RadarConf), March 2022.
- Congratulations! Jiyong Lee (Ph.D.)'s paper has been accepted in
CLeaR,
Feb. 2022
"CausalCity: Complex Simulations with Agency for Causal Discovery and Reasoning"
D. McDuff, Y. Song, J. Lee, V. Vineet, S. Vemprala, N. Alexander Gyde, H. Salman, S. Ma, K. Sohn and A. Kapoor.
Conference on Causal Learning and Reasoning (CLeaR), April 2022.
- Congratulations! Byungnam Kim (Ph.D. Student)'s paper has been accepted in
ICCE,
Nov. 2021
"Multi-Exposure Image Fusion Using Cross-Attention Mechanism"
B. Kim, H. Jung and K. Sohn
IEEE 40th International Conference on Consumer Electronics (ICCE), January. 2022.
- Congratulations! Jaehoon Cho (Ph.D.)'s paper has been accepted in
BMVC,
Oct. 2021
"Wide and Narrow: Video Prediction from Context and Motion"
J. Cho, J. Lee, C. Oh, W. Song and K. Sohn,
The British Machine Vision Conference (BMVC), November. 2021.
- Congratulations! Sangryul Jeon (Ph.D. Student)'s paper has been accepted in
TPAMI,
Oct. 2021
"Pyramidal Semantic Correspondence Networks"
S. Jeon, S. Kim, D. Min and K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), October. 2021.
- Congratulations! Sangryul Jeon (Ph.D. Student)'s paper has been accepted in
NeurIPS,
Dec. 2021
"Semantic Correspondence with Transformers"
S. Cho, S. Hong, S. Jeon, Y. Lee, K. Sohn, S. Kim
Conference on Neural Information Processing Systems (NeurIPS), October. 2021.
- Congratulations! Sunghun Joung (Ph.D. Student)'s paper has been accepted in
ICCV,
July. 2021
"Learning Canonical 3D Object Representation for Fine-grained Recognition"
S. Joung, S. Kim, M. Kim, I. Kim, K. Sohn
IEEE International Conference on Computer Vision (ICCV), October. 2021.
- Congratulations! Hunsang Lee (Ph.D. Student)'s paper has been accepted in
ICCV,
July. 2021
"Adaptive Confidence Thresholding for Monocular Depth Estimation"
H. Choi, H. Lee, S. Kim, S. Kim, K. Sohn, D. Min
IEEE International Conference on Computer Vision (ICCV), October. 2021.
- Congratulations! Seungryong Kim (Ph.D.)'s paper has been accepted in
TPAMI,
June. 2021
"Dense Cross-Modal Correspondence Estimation With the Deep Self-Correlation Descriptor"
S. Kim, D. Min, S. Lin, K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), July. 2021.
- Congratulations! Jinhyun Jang (M.S. Student)'s paper has been accepted in
ICIP,
Mar. 2021
"Semantic-Aware Network for Aerial-to-Ground Image Synthesis"
J. Jang, T. Song and K. Sohn
IEEE International Conference on Image Processing (ICIP), September 2021.
- Congratulations! Jin Kim (M.S. Student)'s paper has been accepted in
ICIP,
Mar. 2021
"Self-Balanced Learning for Domain Generalization"
J. Kim, J. Lee, J. Park, D. Min and K. Sohn
IEEE International Conference on Image Processing (ICIP), September 2021.
- Congratulations! Seungryong Kim (Ph.D.)'s paper has been accepted in
TPAMI,
Mar. 2021
"On the Confidence of Stereo Matching in a Deep-learning Era: a Quantitative Evaluation"
M. Poggi, S. Kim, F. Tosi, S. Kim, F. Aleotti, D. Min, K. Sohn, S. Mattoccia
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
- Congratulations! Eungbean Lee (Ph.D. Student)'s paper has been accepted in
IGARSS (oral),
Mar. 2021
"Learning Building Extraction in SAR Image with Privileged Knowledge Distillation"
E. Lee, S.Jeong, K. Sohn
International Geoscience and Remote Sensing Symposium (IGARSS), July 2021.
- Congratulations! Keunhoon Choi (M.S. Student)'s paper has been accepted in
ICRA,
Mar. 2021
"Stereo-augmented Depth Completion from a Single RGB-LiDAR image"
K. Choi, S. Jeong, Y. Kim, K. Sohn
IEEE International Conference on Robotics and Automation (ICRA), June 2021.
- Congratulations! Sanryul Jeon (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2021
"Mining Better Samples for Contrastive Learning of Temporal Correspondence"
S. Jeon, D. Min, S. Kim, K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2021.
- Congratulations! Somi Jeong (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2021
"Memory-guided Unsupervised Image-to-image Translation"
S. Jeong, Y. Kim, E. Lee, K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2021.
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2021
"Bridge to Answer: Structure-aware Graph Interaction Network for Video Question Answering"
J. Park, J. Lee, K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2021.
- Congratulations! Jiyoung Lee (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2021
"Looking into Your Speech: Learning Cross-modal Affinity for Audio-visual Speech Separation"
J. Lee, S. Chung, S. Kim, H. Kang, K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2021.
- Congratulations! Hanjae Kim (Ph.D. Student)'s paper has been accepted in
CVPR,
Mar. 2021
"Prototype-guided Saliency Feature Learning for Person Search"
H. Kim, S. Joung, I. Kim, K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2021.
- Congratulations! Minsu Kim (Ph.D. Student)'s paper has been accepted in AAAI, Dec. 2020
"Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation"
M. Kim, S. Joung, S. Kim, J. Park, I. Kim and K. Sohn
The Thirty-Fifth AAAI Conference on Artificial Intelligence, February 2021.
- Congratulations! Hyungjoo Jung (Ph.D. Student)'s paper has been accepted in AAAI, Dec. 2020
"Deep Low-Contrast Image Enhancement using Structure Tensor Representation"
H. Jung, H. Jang, N. Ha and K. Sohn
The Thirty-Fifth AAAI Conference on Artificial Intelligence, February 2021.
- Congratulations! Sungil Choi (Ph.D. Student)'s paper has been accepted in Sensors, Aug. 2020
"Pyramid Inter-Attention for High Dynamic Range Imaging"
S. Choi, J. Cho, W. Song, J. Choe, J. Yoo and K. Sohn
Sensors.
- Congratulations! Hyungjoo Jung (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image
Processing, July 2020
"Learning Deeply Aggregated Alternating Minimization for General Inverse Problems"
H. Jung, Y. Kim, D. Min, H. Jang, N. Ha, and K. Sohn
IEEE Trans. on Image Processing (TIP).
- Congratulations! Jungin Park(Ph.D. Student)'s paper has been accepted in ECCV , July 2020
"SumGraph: Video Summarization via Recursive Graph Modeling"
J. Park, J. Lee, I. Kim, and K. Sohn
European Conference on Computer Vision(ECCV), August 2020.
- Congratulations! Sangryul Jeon(Ph.D. Student)'s paper has been accepted in ECCV , July 2020
"Guided Semantic Flow"
S. Jeon, D. Min, S. Kim, J. Choe, and K. Sohn
European Conference on Computer Vision(ECCV), August 2020.
- Congratulations! Jaehoon Cho (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image Processing, May 2020
"Single Image Deraining Using Time-lapse Data"
J. Cho, S. Kim, D. Min, and K. Sohn
IEEE Trans. on Image Processing (TIP).
- Congratulations! Hanjae Kim (Ph.D. Student)'s paper has been accepted in ICIP, May 2020
"Shape-Adaptive Kernel Network for Dense Object Detection"
H. Kim, S. Joung, I. Kim, and K. Sohn
IEEE International Conference on Image Processing (ICIP), October 2020.
- Congratulations! Jiyoung Lee (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image Processing, May 2020
"Multi-modal Recurrent Attention Networks for Facial Expression Recognition"
J. Lee, S. Kim, S. Kim, and K. Sohn
IEEE Trans. on Image Processing (TIP).
- Congratulations! Sunok Kim (Research Professor)'s paper has been accepted in IEEE Trans. on Intelligent Transportation Systems, May 2020
"Adversarial Confidence Estimation Networks for Robust Stereo Matching"
S. Kim, D. Min, S. Kim, and K. Sohn
IEEE Trans. on Intelligent Transportation Systems (TITS).
- Congratulations! Sunghun Joung (Ph.D. Student)'s paper has been accepted in CVPR, Feb. 2020
"Cylindrical Convolutional Networks for Joint Object Detection and Viewpoint Estimation"
S. Joung, S. kim, H. kim, M. Kim, I. Kim, J. Cho and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2020.
- Magazine Science 21 has interviewed Professor Kwanghoon Sohn for his outstanding achievements in computer vision area. You may read the article here., Feb. 2020
Doctor Hyunsuk Ko is employed as an Assistant Professor in Dept. of Electronic Engineering, Hanyang University ERICA campus.
Doctor Ko received Master degrees from Yonsei University in Digital Image Media Lab (Prof. Sohn’s Team) in 2009.
After he received Ph.D at the University of Southern California (USC), he worked at the ETRI as a researcher.
Doctor Seungryong Kim is employed as an Assistant Professor in Dept. of Computer Science and Engineering, Korea University from Mar. 2020.
Doctor Kim received Ph.D. degrees from Yonsei University in Digital Image Media Lab (Prof. Sohn’s Team) in 2018, and was a Postdoctoral Researcher in Yonsei University and École polytechnique fédérale de Lausanne (EPFL), Switzerland.
- Congratulations! Taeyong Song (Ph.D. Student)'s paper has been accepted in International Journal of Computer Vision (IJCV), Jan. 2020
"Simultaneous Deep Stereo Matching and Dehazing with Feature Attention"
T. Song, Y. Kim, C. Oh, H. Jang, N. Ha, and K. Sohn
International Journal of Computer Vision (IJCV).
- Congratulations! Hunsang Lee (Ph.D. Student)'s paper has been accepted in IEEE Signal Processing Letters, Dec. 2019
"Unsupervised Low-light Image Enhancement using Bright Channel Prior"
H. Lee, K. Sohn, and D. Min
IEEE Signal Processing Letters.
- Congratulations! Hyungju Jung (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image Processing, Dec. 2019
"Unsupervised Deep Image Fusion with Structure Tensor Representations"
H. Jung, Y. Kim, H. Jang, N. Ha, and K. Sohn
IEEE Trans. on Image Processing (TIP).
Doctor Hansung Kim is employed as a Professor (Tenure Track, Senior Lecturer) in Dept. of Electronics and Computer Science, University of Southampton, United Kingdom.
He was a researcher in Advanced Telecommunications Research Institute International (ATR), Japan, and a senior research fellow in Centre for Vision, Speech, and Signal Processing (CVSSP) at University of Surrey, UK.
- Congratulations! Seungryong Kim (Ph.D.)'s paper has been accepted in IEEE Trans. on Pattern Analysis and Machine Intelligence, Nov. 2019
"Dense Cross-Modal Correspondence Estimation with the Deep Self-Correlation Descriptor"
S. Kim, D. Min, S. Lin, and K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence.
- Congratulations! Wonil Song (Ph.D. Student)'s paper has been accepted in AAAI (Oral), Nov. 2019
"Stereoscopic Image Super-Resolution with Stereo Consistent Feature"
W. Song, S. Choi, S. Jeong, and K. Sohn
The Thirty-Fourth AAAI Conference on Artificial Intelligence, February 2020.
- Congratulations! Jungin Park (Ph.D. Student) has won The 3rd place for the challenge on CoVieW'2019 ICCV Workshop, Oct. 2019
"Video Summarization by Learning Relationships between Action and Scene"
J. Park, J. Lee, S. Jeon, and K. Sohn
IEEE International Conference on Computer Vision Workshop (ICCVW), October 2019.
Jungin Park (Ph.D. Student)'s work has been awarded The Third Place in Challenge Track for video summarization and recognition task on CoVieW'2019 ICCV Workshop.
- Congratulations! One of our project has been awarded Outstanding 100 National Research Projects, Oct. 2019
Our project Research on Fundamental Technology for Deep Learning-Based Semantic State Understanding has been awarded Outstanding 100 National Research Projects by Ministry of Science and ICT.
The research team developed an efficient algorithm that automatically annotate emotion/action/scene labels on the untrimmed videos.
The newly introduced dataset annotated with developed algorithm has been publicly released for reproducability and used as a standard benchmark for CoVieW 2018 (in conjunction with ACMMM2018) and 2019 (in conjunction with ICCV2019) challenge.
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in ICCV Workshop, Sep. 2019
"Video Summarization by Learning Relationships between Action and Scene"
J. Park, J. Lee, S. Jeon, and K. Sohn
IEEE International Conference on Computer Vision Workshop (ICCVW), October 2019.
- Congratulations! Jiyoung Lee (Ph.D. Student)'s paper has been accepted in International Conference on Computer Vision (ICCV), Jul. 2019
"Context-Aware Emotion Recognition Networks"
J. Lee, S. Kim, S. Kim, J. Park, and K. Sohn
International Conference on Computer Vision (ICCV), October 2019.
- Congratulations! Sangryul Jeon (Ph.D. Student)'s paper has been accepted in International Conference on Computer Vision (ICCV), Jul. 2019
"Joint Learning of Semantic Alignment and Object Landmark Detection"
S. Jeon, D. Min, S. Kim, and K. Sohn
International Conference on Computer Vision (ICCV), October 2019.
Changjae Oh is employed as a Lecturer (Assistant Professor) in School of Electronic Engineering and Computer Science (EECS), specifically Multimedia area.
EECS at QMUL is ranked 100th in the 2019 Times Higher Education World University Rankings, 9th most highly ranked in the UK for computer science.
- Congratulations! Somi Jeong (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image Processing, May. 2019
"Learning to Find Unpaired Cross-spectral Correspondences"
S. Jeong, S. Kim, K. Park, and K. Sohn
IEEE Trans. on Image Processing (TIP).
- Congratulations! Sunghun Joung (Ph.D. Student)'s paper has been accepted in IEEE Trans. on Intelligent Transportation Systems, May. 2019
"Unsupervised Stereo Matching Using Confidential Correspondence Consistency"
S. Joung, S. Kim, K. Park, and K. Sohn
IEEE Trans. on Intelligent Transportation Systems (TITS).
- Congratulations! Jungin Park (Ph.D. Student)'s paper has been accepted in ICIP (Oral), May. 2019
"Graph Regularization Network with Semantic Affinity for Weakly-supervised Temporal Action Localization"
J. Park, J. Lee, S. Jeon, S. Kim, and K. Sohn
IEEE International Conference on Image Processing (ICIP), September 2019.
- Congratulations! Minsu Kim (Ph.D. Student)'s paper has been accepted in ICIP (Oral), May. 2019
"Unpaired Cross-Spectral Pedestrian Detection Via Adversarial Feature Learning"
M. Kim, S. Joung, K. Park, S. Kim, and K. Sohn
IEEE International Conference on Image Processing (ICIP), September 2019.
- Congratulations! Seungryong Kim (Ph.D.)'s paper has been accepted in CVPR, Mar. 2019
"Semantic Attribute Matching Networks"
S. Kim, D. Min, S. Jeong, S. Kim, S. Jeon, and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2019.
- Congratulations! Sunok Kim (Ph.D.)'s paper has been accepted in CVPR (Oral), Mar. 2019
"LAF-Net: Locally Adaptive Fusion Networks for Stereo Confidence Estimation"
S. Kim, S. Kim, D. Min, and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition (CVPR), June 2019.
- Congratulations! Changjae Oh(Ph.D.)'s paper has been accepted in Expert Systems With Applications, Jan. 2019
"OCEAN: Object-Centric Arranging Network for Self-supervised Visual Representations Learning"
C. Oh, B. Ham, H. Kim, A. Hilton, and K. Sohn
Expert Systems With Applications (ESWA), Jan 2019.
- Congratulations! Yoonji Cho(Postdoctoral Researcher)'s paper has been accepted in Coloration Technology, Jan. 2019
"The Impact of Viewing Conditions on Observer Variability for Cross-Media Colour Reproduction"
Y. Cho, G. Cui, R. Luo, and K. Sohn
Coloration Technology, Jan 2019.
- Congratulations! Kihong Park(Ph.D. Student)'s paper has been accepted in IEEE Trans. on Intelligent Transportation Systems, Dec. 2018
"High-precision Depth Estimation Using Uncalibrated LiDAR and Stereo Fusion"
K. Park, S. Kim, and K. Sohn
IEEE Trans. on Intelligent Transportation Systems (TITS), Dec 2018.
- Congratulations! Youngjung Kim(Ph.D.)'s paper has been accepted in IEEE Trans. on Image Processing, Dec. 2018
"Structure-Texture Image Decomposition using Deep Variational Priors"
Y. Kim, B. Ham, M. Do, and K. Sohn
IEEE Trans. on Image Processing (TIP), Dec 2018.
- We co-organized The 1st Workshop and Challenge on Comprehensive Video Understanding in the Wild (CoVieW'18) in ACM Multimedia Workshop 2018.
The 1st Workshop and Challenge on Comprehensive Video Understanding in the Wild (CoVieW'18)
- We co-organized Workshop on Audio-Visual Scene Understanding for Immersive Multimedia in ACM Multimedia Workshop 2018.
Workshop on Audio-Visual Scene Understanding for Immersive Multimedia
- Congratulations! Sunok Kim(Ph.D. Student)'s paper has been accepted in IEEE Trans. on Image Processing, Oct. 2018
"Unified Confidence Estimation Networks for Robust Stereo Matching"
S. Kim, D. Min, S. Kim, and K. Sohn
IEEE Trans. on Image Processing (TIP), Oct 2018.
- Congratulations! Seungryong Kim(Postdoctoral Researcher)'s paper has been accepted in IEEE Trans. on Pattern Analysis and Machine Intelligence, Sep. 2018
"Discrete-Continuous Transformation Matching for Dense Semantic Correspondence"
S. Kim, D. Min, S. Lin, and K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Sep 2018.
- Congratulations! Taeyong Song(Ph.D. Student) was awarded the Best Science Paper Honourable Mention in BMVC 2018, Sep. 2018
"Deep Network for Simultaneous Stereo Matching and Dehazing"
T. Song, Y. Kim, C. Oh, and K. Sohn
BMVC, September. 2018.
- Congratulations! Seungryong Kim(Postdoctoral Researcher)'s paper has been accepted in NIPS (Spotlight), Dec. 2018
"Recurrent Transformer Networks for Semantic Correspondence"
S. Kim, S. Lin, S. Jeon, D. Min, and K. Sohn
ACMMM Workshops, October. 2018.
- Congratulations! Jungin Park(Ph.D. Student)'s paper has been accepted in ACMMM Workshop, Oct. 2018
"Learning to Detect, Associate, and Recognize Human Actions and Surrounding Scenes in Untrimmed Videos"
J. Park, S. Jeon, S. Kim, J. Lee, S. Kim, and K. Sohn
ACMMM Workshops, October. 2018.
- Congratulations! Jiyoung Lee(Ph.D. Student)'s paper has been accepted in ACMMM Workshop, Oct. 2018
"Audio-Visual Attention Networks for Emotion Recognition"
J. Lee, S. Kim, S. Kim and K. Sohn
ACMMM Workshops, October. 2018.
- Congratulations! Yoonji Cho(Postdoctoral Researcher)'s paper has been accepted in CIC26, Nov. 2018
"Reversible Colour Appearance Scales for Describing Saturation, Vividness, Blackness, and Whiteness for Image Enhancement"
Y. Cho, G. Cui, and K. Sohn
CIC26, November. 2018.
- Congratulations! Sangryul Jeon(Ph.D. Student)'s paper has been accepted in ECCV , Sep. 2018
"PARN : Pyramidal Affine Regression Networks for Dense Semnatic Correspondence Estimation"
S. Jeon, S. Kim, D. Min, and K. Sohn
ECCV, September. 2018.
- Congratulations! Taeyong Song(Ph.D. Student)'s paper has been accepted in BMVC (Oral) , Sep. 2018
"Deep Network for Simultaneous Stereo Matching and Dehazing"
T. Song, Y. Kim, C. Oh, and K. Sohn
BMVC, September. 2018.
- Congratulations! Sungil Choi(Ph.D. Student)'s paper has been accepted in CVPR Workshop, June. 2018
"Learning Descriptor, Confidence, and Depth Estimation in Multi-view Stereo"
S. Choi, S. Kim, K. Park, and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition(CVPR) Workshop, June 2018.
- Congratulations! Youngjung Kim(Ph.D. Student)'s paper has been accepted for publication in IEEE Trans. on Image Processing, May. 2018
"Deep Monocular Depth Estimation via Integration of Global and Local Predictions"
Y. Kim, H. Jung, D. Min, and K. Sohn
IEEE Trans. on Image Processing, May 2018.
- Congratulations! Seungryong Kim(Postdoctoral Researcher), being named the 33th Chun-Gang Outstanding Research Award 2018, June. 2018
Achievement : IEEE Trans. on Pattern Analysis and Machine Intelligence Vol.39, No.9, pp1712-1729, September, 2017"
- Congratulations! Jaehoon Cho(Ph.D. Student)'s paper has been accepted in ICME (Oral), July. 2018
"Multi-task Self-supervised Visual Representation Learning for Monocular Road Segmentation."
J. Cho, Y. Kim, H. Jung, C. Oh, J. Youn, and K. Sohn
IEEE International Conference on Multimedia and Expo (ICME), July 2018.
- Congratulations! Kihong Park(Ph.D. Student)'s paper has been accepted in Pattern Recognition, March. 2018
"Unified Multi-spectral Pedestrian Detection Based on Probabilistic Fusion Networks."
K. Park, S. Kim, and K. Sohn
Pattern Recognition (PR), March 2018.
- Congratulations! Jiyoung Lee(Ph.D. Student)'s paper has been accepted in ICASSP, April. 2018
"Spatiotemporal Attention Based Deep Neural Networks for Emotion Recognition."
J. Lee, S. Kim, S. Kim, and K. Sohn
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2018.
- Congratulations! Kihong Park(Ph.D. Student)'s paper has been accepted in ICRA, May. 2018
"High-precision Depth Estimation with the 3D LiDAR and Stereo Fusion."
K. Park, S. Kim, and K. Sohn
International Conference on Robotics and Automation (ICRA), May 2018.
- Congratulations! Seungryong Kim(Ph.D. Student)'s paper has been accepted in IEEE Trans. on Pattern Analysis and Machine Intelligence, Jan. 2018
"FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence."
S. Kim, D. Min, B. Ham, S. Lin , and K. Sohn
IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Jan 2018.
- Congratulations! Kyuwon Kim(Ph.D.) being named a 2018 winner of the IEEE Consumer Electronics Society Chester Sall Award for the First place best paper in IEEE Trans. on Consumer Electronics 2016, Oct. 2017
"Non-Parametric Human Segmentation Using Support Vector Machine"
K. Kim, C. Oh, and K. Sohn,
IEEE Trans. on Consumer Electronics, vol. 62, no. 2, pp. 150-158, May. 2016.
- Congratulations! Sunok Kim(Ph.D. Student)'s paper has been accepted for publication in IEEE Trans. on Image Processing, Aug. 2017
"Feature Augmentation for Learning Confidence Measure in Stereo Matching"
S. Kim, D. Min, S. Kim, and K. Sohn
IEEE Trans. on Image Processing, August 2017.
- Congratulations! Seungryong Kim(Ph.D. Student)'s paper has been accepted in ICCV (Oral), Oct. 2017
"DCTM: Discrete-Continuous Transform Matching for Semantic Flow"
S. Kim, D. Min, S. Lin, and K. Sohn
International Conference on Computer Vision(ICCV), October 2017.
Only oral presentation among Korean authors (top 2%, total of 40 papers).
This research was performed in collaboration with Dr. Steve Lin from Microsoft Research Asia (MSRA) and published on the Microsoft research Blog
Link.
- Congratulations! 8 members' papers have been accepted in ICIP, Sep. 2017
"Pedestrian Proposal Generation using Depth-aware Scale Estimation"
K. Park, S. Kim and K. Sohn
"Deep Stereo Confidence Prediction for Depth Estimation"
S. Kim, D. Min, B. Ham, S. Kim and K. Sohn
"Depth Prediction from a Single Image with Conditional Adversarial Networks"
H. Jung, Y. Kim, D. Min, C. Oh and K. Sohn
"Multi-spectral Human Co-segmentation via Joint Convolutional Neural Networks"
S. Choi, S. Kim, K. Park and K. Sohn
"Automatic 2D-to-3D Conversion using Multi-scale Deep Neural Network"
J. Lee, H. Jung, Y. Kim and K. Sohn
"Unsupervised Stereo Matching using Correspondence Consistency"
S. Joung, S. Kim, B. Ham and K. Sohn
"Convolutional Feature Pyramid Fusion via Attention Network"
S. Jeon, S. Kim and K. Sohn
"Convolutional Cost Aggregation for Robust Stereo Matching"
S. Jeong, S. Kim, B. Ham and K. Sohn
IEEE International Conference on Image Processing(ICIP), September 2017.
- Congratulations! Youngjung Kim(Ph.D. Student)'s paper has been accepted for publication in IEEE Trans. on Image Processing, May. 2017
"Fast Domain Decomposition for Global Image Smoothing"
Y. Kim, D. Min, B. Ham, and K. Sohn
IEEE Trans. on Image Processing, May 2017.
- An article about collaboration between MSRA and DIML is published on the Microsoft Webpage, May. 2017
Link to article
"Unified Depth Prediction and Intrinsic Image Decomposition from a Single Image via Joint Convolutional Neural Fields"
S. Kim, K. Park, K. Sohn, and S. Lin
in Proc. European Conference on Computer Vision(ECCV), May 2017.
- Congratulations! Youngjung Kim(Ph.D. Student)'s paper has been accepted in CVPR (spotlight), Mar. 2017
"Deeply Aggregated Alternating Minimization for Image Resotration."
Y. Kim, H. Jung, D. Min, and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition(CVPR), Mar 2017.
- Congratulations! Seungryong Kim(Ph.D. Student)'s paper has been accepted in CVPR, Mar. 2017
"FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence."
S. Kim, D. Min, B. Ham, S. Jeon, S.Lin and K. Sohn
IEEE Conf. Computer Vision Pattern Recognition(CVPR), Mar 2017.
- Congratulations! Jongin Son(Ph.D.) and Hangil Choi(M.S.) have been graduated from Yonsei Univ. Feb. 2017
- Congratulations! Seungryong Kim(Ph.D. Student)'s paper has been accepted for publication in IEEE Trans. on Image Processing, Nov. 2016
yonsei.ac.kr
