2022

Combating Label Distribution Shift for Active Domain Adaptation

Sehyun Hwang, Sohyun Lee, Sungyeon Kim, Jungseul Ok*, and Suha Kwak* (*co-corresponding authors)
European Conference on Computer Vision (ECCV), 2022

Cross-Domain Ensemble Distillation for Domain Generalization

Kyungmoon Lee, Sungyeon Kim, and Suha Kwak
European Conference on Computer Vision (ECCV), 2022

Learning Debiased Classifier with Biased Committee

Nayeong Kim, Sehyun Hwang, Sungsoo Ahn, Jaesik Park, and Suha Kwak
Workshop on Spurious Correlations, Invariance and Stability, in Conjunction with International Conference on Machine Learning (ICML), 2022

Learning to Detect Semantic Boundaries with Image-level Class Labels

Namyup Kim*, Sehyun Hwang*, and Suha Kwak (*equal contribution)
International Journal of Computer Vision (IJCV), 2022

FIFO: Learning Fog-invariant Features for Foggy Scene Segmentation

Sohyun Lee, Taeyoung Son, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
Oral Presentation, Best Paper Finalist

Collaborative Transformers for Grounded Situation Recognition

Junhyeong Cho, Youngseok Yoon, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

ReSTR: Convolution-free Referring Image Segmentation Using Transformers

Namyup Kim, Dongwon Kim, Cuiling Lan, Wenjun Zeng, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Self-Taught Metric Learning without Labels

Sungyeon Kim, Dongwon Kim, Minsu Cho, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Semi-supervised Semantic Segmentation with Error Localization Network

Donghyeon Kwon and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Style Neophile: Constantly Seeking Novel Styles for Domain Generalization

Juwon Kang, Sohyun Lee, Namyup Kim, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Detector-Free Weakly Supervised Group Activity Recognition

Dongkeun Kim, Jinsung Lee, Minsu Cho, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Reflection and Rotation Symmetry Detection via Equivariant Learning

Ahyun Seo, Byungjin Kim, Suha Kwak, and Minsu Cho
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

2021

The Feasibility of Deep Learning-based Synthetic Contrast-enhanced CT from Nonenhanced CT in Emergency Department Patients with Acute Abdominal Pain

Se Woo Kim, Jung Hoon Kim, Suha Kwak, Minkyo Seo, Changhyun Ryoo, Cheong-Il Shin, Siwon Jang, Jungheum Cho, Young-Hoon Kim, and Kyutae Jeon
Scientific Reports, 11, 20390, 2021

Grounded Situation Recognition with Transformers

Junhyeong Cho*, Youngseok Yoon*, Hyeonjun Lee*, and Suha Kwak (*equal contribution)
British Machine Vision Conference (BMVC), 2021

Learning to Generate Novel Classes for Deep Metric Learning

Kyungmoon Lee, Sungyeon Kim, Seunghoon Hong, and Suha Kwak
British Machine Vision Conference (BMVC), 2021

Robust Crowd Counting via Image Enhancement and Dynamic Feature Selection

Nayeong Kim and Suha Kwak
British Machine Vision Conference (BMVC), 2021

Relational Self-Attention: What's Missing in Attention for Video Understanding

Heeseung Kwon*, Manjin Kim*, Chunyu Wang, Suha Kwak, and Minsu Cho (*equal contribution)
Annual Conference on Neural Information Processing Systems (NeurIPS), 2021

Learning Self-Similarity in Space and Time as Generalized Motion for Video Action Recognition

Heeseung Kwon*, Manjin Kim*, Suha Kwak, and Minsu Cho (*equal contribution)
IEEE/CVF International Conference on Computer Vision (ICCV), 2021

ASMR: Learning Attribute-Based Person Search with Adaptive Semantic Margin Regularizer

Boseung Jeong*, Jicheol Park*, and Suha Kwak (*equal contribution)
IEEE/CVF International Conference on Computer Vision (ICCV), 2021

Embedding Transfer with Label Relaxation for Improved Metric Learning

Sungyeon Kim, Dongwon Kim, Minsu Cho, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021

On The Distribution of Penultimate Activations of Classification Networks

Minkyo Seo*, Yoonho Lee*, and Suha Kwak (*equal contribution)
Conference on Uncertainty in Artificial Intelligence (UAI), 2021

Neural Contrast Enhancement of CT Image

Minkyo Seo, Dongkeun Kim, Kyungmoon Lee, Seunghoon Hong, Jae Seok Bae, Jung Hoon Kim, and Suha Kwak
IEEE Winter Conference on Applications of Computer Vision (WACV), 2021

2020

Feasibility Study of Deep Learning Based Synthetic Contrast-enhanced CT (DL-SE CT) from Non-enhanced CT in Patients Visiting Emergency Department Complaining Acute Abdominal Pain

Se Woo Kim, Jung Hoon Kim, Minkyo Seo, Suha Kwak, Changhyun Ryoo, Cheong-Il Shin, Siwon Jang, Jungheum Cho, and, Young Hoon Kim
Radiological Society of North America (RSNA) Annual Meeting, 2020

Multiplex Protein Imaging with Secondary Ion Mass Spectrometry Using Metal Oxide Nanoparticle Conjugated Antibodies

Daewon Moon, Young Ho Park, Eunseok Seo, Sunyoung Lee, Heejin Lim, Suha Kwak, Minseok Kim, Hyunmin Kim, Eunjoo Kim, Yebin Jung, Hyang-Sook Hoe, Sungjee Kim, Dong-Kwon Lim, Chul-Hoon Kim, Su-Il In
ACS Applied Materials and Interfaces, vol. 12, no. 15, 2020

URIE: Universal Image Enhancement for Visual Recognition in the Wild

Taeyoung Son, Juwon Kang, Namyup Kim, Sunghyun Cho, and Suha Kwak
European Conference on Computer Vision (ECCV), 2020

MotionSqueeze: Neural Motion Feature Learning for Video Understanding

Heeseung Kwon, Manjin Kim, Suha Kwak, and Minsu Cho
European Conference on Computer Vision (ECCV), 2020

Proxy Anchor Loss for Deep Metric Learning

Sungyeon Kim, Dongwon Kim, Minsu Cho, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020

Learning Discriminative Part Features through Attentions for Effective and Scalable Person Search

Jicheol Park*, Boseung Jeong*, Jongju Shin, Juyoung Lee, and Suha Kwak (*equal contribution)
IEEE International Conference on Image Processing (ICIP), 2020

2019

Domainwise Classification Network for Unsupervised Domain Adaptation

Seonguk Seo, Yumin Suh, Woong-Gi Chang, Tackgeun You, Suha Kwak, Taeho Lee, and Bohyung Han
Generalization Workshop, in Conjunction with International Conference on Machine Learning (ICML), 2019

Deep Metric Learning Beyond Binary Supervision

Sungyeon Kim, Minkyo Seo, Ivan Laptev, Minsu Cho, and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Oral Presentation

Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations

Jiwoon Ahn, Sunghyun Cho*, and Suha Kwak* (*co-corresponding authors)
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Oral Presentation

Domain Specific Batch Normalization for Unsupervised Domain Adaptation

Woong-Gi Chang*, Tackgeun You*, Seonguk Seo*, Suha Kwak, and Bohyung Han (*equal contribution)
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019

2018

Video Understanding via Convolutional Temporal Pooling Network and Multimodal Feature Fusion

Heeseung Kwon, Suha Kwak, and Minsu Cho
CoView Workshop, in Conjunction with ACM Multimedia (ACMMM), 2018
CoView Challenge Winner

Forget & Diversify: Regularized Refinement for Weakly Supervised Object Detection

Jeany Son, Daniel Kim, Solae Lee, Suha Kwak, Minsu Cho, and Bohyung Han
Asian Conference on Computer Vision (ACCV), 2018
Oral Presentation

Universal Bounding Box Regression and Its Applications

Seungkwan Lee, Suha Kwak, and Minsu Cho
Asian Conference on Computer Vision (ACCV), 2018

Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation

Jiwoon Ahn and Suha Kwak
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018

Before 2018

Weakly Supervised Learning with Deep Convolutional Neural Networks for Semantic Segmentation

Seunghoon Hong, Suha Kwak, and Bohyung Han
IEEE Signal Processing Magazine, vol. 34, no. 6, 2017.

Weakly Supervised Semantic Segmentation Using Web-Crawled Videos

Seunghoon Hong, Donghun Yeo, Suha Kwak, Honglak Lee, and Bohyung Han
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2017
Spotlight Presentation

Weakly Supervised Semantic Segmentation Using Superpixel Pooling Network

Suha Kwak, Seunghoon Hong, and Bohyung Han
AAAI Conference on Artificial Intelligence (AAAI), 2017

Thin-Slicing for Pose: Learning to Understand Pose without Explicit Pose Estimation

Suha Kwak, Minsu Cho, and Ivan Laptev
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2016.

Unsupervised Object Discovery and Localization in Images and Videos

Minsu Cho, Suha Kwak, Ivan Laptev, Jean Ponce, and Cordelia Schmid
International Conference on Ubiquitous Robots and Ambient Intelligence (URAI), 2015

Unsupervised Object Discovery and Tracking in Video Collections

Suha Kwak, Minsu Cho, Ivan Laptev, Jean Ponce, and Cordelia Schmid
IEEE/CVF International Conference on Computer Vision (ICCV), 2015

Online Tracking by Learning Discriminative Saliency Map with Convolutional Neural Network

Seunghoon Hong, Tackgeun You, Suha Kwak, and Bohyung Han
International Conference on Machine Learning (ICML), 2015

Unsupervised Object Discovery and Localization in the Wild

Minsu Cho, Suha Kwak, Cordelia Schmid, and Jean Ponce
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2015
Oral Presentation

Object Localization based on Structural SVM using Privileged Information

Jan Feyereisl, Suha Kwak, Jeany Son, and Bohyung Han
Annual Conference on Neural Information Processing Systems (NeurIPS), 2014

Online Video Event Detection by Constraint Flow

Suha Kwak, Bohyung Han, and Joon Hee Han
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 36, no. 6, 2014

Orderless Tracking through Model-Averaged Posterior Estimation

Seunghoon Hong, Suha Kwak, and Bohyung Han
IEEE/CVF International Conference on Computer Vision (ICCV), 2013.
Oral Presentation

Multi-Agent Event Detection: Localization and Role Assignment

Suha Kwak, Bohyung Han, and Joon Hee Han
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2013

Online Multi-Target Tracking by Large Margin Structured Learning

Suna Kim, Suha Kwak, Jan Feyereisl, and Bohyung Han
Asian Conference on Computer Vision (ACCV), 2012

On-line Video Segmentation by Bayesian Split-Merge Clustering

Juho Lee, Suha Kwak, Bohyung Han, and Seungjin Choi
European Conference on Computer Vision (ECCV), 2012

Generalized Background Subtraction Based on Hybrid Inference by Belief Propagation and Bayesian Filtering

Suha Kwak, Taegyu Lim, Woonhyun Nam, Bohyung Han, and Joon Hee Han
IEEE/CVF International Conference on Computer Vision (ICCV), 2011

Learning Occlusion with Likelihoods for Visual Tracking

Suha Kwak, Woonhyun Nam, Bohyung Han, and Joon Hee Han
IEEE/CVF International Conference on Computer Vision (ICCV), 2011

Dynamic Resource Allocation by Ranking SVM for Particle Filter Tracking

Changkyu Song, Jeany Son, Suha Kwak, and Bohyung Han
British Machine Vision Conference (BMVC), 2011

Scenario-Based Video Event Recognition by Constraint Flow

Suha Kwak, Bohyung Han, and Joon Hee Han
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2011

Hierarchical Event Representation and Recognition Method for Scalable Video Event Analysis

Suha Kwak and Joon Hee Han
MAUBI Workshop, in Conjunction with IEEE International Symposium on Multimedia (ISM), 2008