International Journals and Conferences

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 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.
Oral Presentation
Thin-Slicing for Pose: Learning to Understand Pose without Explicit Pose Estimation
Suha Kwak, Minsu Cho, and Ivan Laptev
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
Unsupervised Object Discovery and Tracking in Video Collections
Suha Kwak, Minsu Cho, Ivan Laptev, Jean Ponce, and Cordelia Schmid
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 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
Advances in Neural Information Processing Systems (NIPS), 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
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 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
International Conference on Computer Vision (ICCV), 2011.
Learning Occlusion with Likelihoods for Visual Tracking
Suha Kwak, Woonhyun Nam, Bohyung Han, and Joon Hee Han
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 Conference on Computer Vision and Pattern Recognition (CVPR), 2011.
(*: Corresponding Author)

Invited/Workshop Papers

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.
Hierarchical Event Representation and Recognition Method for Scalable Video Event Analysis
Suha Kwak and Joon Hee Han
IEEE International Symposium on Multimedia (ISM), 2008.
Grammar-Based Event Detection from Video
Suha Kwak, Bohyung Han, and Joon Hee Han
Workshop on Image Processing and Image Understanding (IPIU), 2014.
A Combinatorial State Space Analysis for Complex Video Event Detection
Suha Kwak and Joon Hee Han
Workshop on Image Processing and Image Understanding (IPIU), 2010.
Hierarchical and Scalable Video Event Representation and Recognition
Suha Kwak and Joon Hee Han
Workshop on Image Processing and Image Understanding (IPIU), 2009.
Video Object Classification through Four Directional Contours
Seonghun Kim, Suha Kwak and Joon Hee Han
Workshop on Image Processing and Image Understanding (IPIU), 2008.