Publications

2020

Junghyup Lee*, Dohyung Kim*, Wonkyung Lee, Jean Ponce, and Bumsub Ham (*equal contribution)
Learning Semantic Correspondence Exploiting an Object-level Prior
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. , no. , pp. , Jul., 2020 (accepted)

Beomjun Kim, Jean Ponce, and Bumsub Ham
Deformable Kernel Networks for Joint Image Filtering
Int. J. Comput. Vis. (IJCV), vol. , no. , pp. , Sep., 2020 (accepted)

Wonkyung Lee*, Junghyup Lee*, Dohyung Kim* and Bumsub Ham (*equal contribution)
Learning with Privileged Information for Efficient Image Super-Resolution
in Proc. Eur. Conf. Comput. Vis. (ECCV), Aug., 2020

Hyunjong Park*, Jongyoun Noh* and Bumsub Ham (*equal contribution)
Learning Memory-guided Normality for Anomaly Detection
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2020

Hyunjong Park and Bumsub Ham
Relation Network for Person Re-identification
in AAAI Conf. Artificial Intelligence (AAAI), Feb., 2020


2019

Chanho Eom, Hyunjong Park, and Bumsub Ham
Temporally Consistent Depth Prediction with Flow-Guided Memory Units
IEEE Trans. Intell. Transp. Syst. (ITS), vol. , no. , pp. , Sep., 2019 (accepted)

Youngjung Kim, Bumsub Ham, Minh N. Do, and Kwanghoon Sohn
Structure-Texture Image Decomposition using Deep Variational Priors
IEEE Trans. Image Process. (TIP), vol. 28, no. 6, pp. 2692-2704, Jun., 2019

Seungryong Kim, Dongbo Min, Bumsub Ham, Stephen Lin, and Kwanghoon Sohn
FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. 41, no. 3, pp. 581-595, Mar., 2019

Changjae Oh, Bumsub Ham, Hansung Kim, Adrian Hilton, and Kwanghoon Sohn
OCEAN: Object-Centric Arranging Network for Self-supervised Visual Representations Learning
Expert Systems with Applications (ESWA), vol. 125, no. 7, pp. 281-292, Jul., 2019

Chanho Eom and Bumsub Ham
Learning Disentangled Representation for Robust Person Re-identification
in Adv. Neural Inf. Process. Syst. (NeurIPS), Dec., 2019

Junghyup Lee*, Dohyung Kim*, Jean Ponce, and Bumsub Ham (*equal contribution)
SFNet: Learning Object-aware Semantic Correspondence
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2019 (Oral presentation)


2018

Bumsub Ham, Minsu Cho, Cordelia Schmid, and Jean Ponce
Proposal Flow: Semantic Correspondences from Object Proposals
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. 40, no. 7, pp. 1711-1725, Jul., 2018

Bumsub Ham, Minsu Cho, and Jean Ponce
Robust Guided Image Filtering Using Nonconvex Potentials
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. 40, no. 1, pp. 192-207, Jan., 2018


2017

Seungryong Kim, Dongbo Min, Bumsub Ham, Minh N. Do, and Kwanghoon Sohn
DASC: Robust Dense Descriptor for Multi-modal and Multi-spectral Correspondence Estimation
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. 39, no. 9, pp. 1712-1729, Sep., 2017

Youngjung Kim, Dongbo Min, Bumsub Ham, and Kwanghoon Sohn
Fast Domain Decomposition for Global Image Smoothing
IEEE Trans. Image Process. (TIP), vol. 26, no. 8, pp. 4079-4091, Aug., 2017

Changjae Oh, Bumsub Ham, and Kwanghoon Sohn
Robust Interactive Image Segmentation Using Structure-Aware Labeling
Expert Systems with Applications (ESWA), vol. 79, no. 8, pp. 99-100, Aug., 2017

Kai Han, Rafael S. Rezende, Bumsub Ham, Kwan-Yee K. Wong, Minsu Cho, Cordelia Schmid, and Jean Ponce
SCNet: Learning Semantic Correspondence
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2017

Seungryong Kim, Dongbo Min, Bumsub Ham, Sangryul Jeon, Stephen Lin, and Kwanghoon Sohn
FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jul., 2017

Sunok Kim, Dongbo Min, Bumsub Ham, Seungryong Kim, and Kwanghoon Sohn
Deep Stereo Confidence Prediction for Depth Estimation
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2017

Sunghun Joung, Seungryong Kim, Bumsub Ham, and Kwanghoon Sohn
Unsupervised Stereo Matching using Correspondence Consistency
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2017

Somi Jeong, Seungryong Kim, Bumsub Ham, and Kwanghoon Sohn
Convolutional Cost Aggregation for Robust Stereo Matching
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2017


2016

Youngjung Kim, Bumsub Ham, Changjae Oh, and Kwanghoon Sohn
Structure selective depth super-resolution for RGB-D cameras
IEEE Trans. Image Process. (TIP), vol. 25, no. 11, pp. 5227-5238, Nov., 2016

Hunjae Yoo, Jongin Son, Bumsub Ham, and Kwanghoon Sohn
Real-Time Rear Obstacle Detection Using Reliable Disparity for Driver Assistance
Expert Systems with Applications (ESWA), vol. 56, no. 9, pp. 186-196, Sep., 2016

Bumsub Ham, Minsu Cho, Cordelia Schmid, and Jean Ponce
Proposal Flow
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2016

Changjae Oh, Bumsub Ham, and Kwanghoon Sohn
Point-cut: Interactive Image Segmentation using One-point Supervision
in Proc. Asian Conf. Comput. Vis. (ACCV), Nov., 2016


2015

Sunghwan Choi, Dongbo Min, Bumsub Ham, Youngjung Kim, Changjae Oh, and Kwanghoon Sohn
Depth Analogy: Data-driven Approach for Single Image Depth Estimation using Gradient Samples
IEEE Trans. Image Process. (TIP), vol. 24, no. 12, pp. 5953-5966, Dec., 2015

Sunghwan Choi, Dongbo Min, Bumsub Ham, and Kwanghoon Sohn
Unsupervised Texture Flow Estimation Using Appearance-Space Clustering and Correspondence
IEEE Trans. Image Process. (TIP), vol. 24, no. 11, pp. 3652-3665, Nov., 2015

Bumsub Ham, Dongbo Min, and Kwanghoon Sohn
Depth Super-Resolution by Transduction
IEEE Trans. Image Process. (TIP), vol. 24, no. 5, pp. 1524-1535, May., 2015

Changjae Oh, Bumsub Ham, and Kwanghoon Sohn
Visual Fatigue Relaxation for Stereoscopic Video via Nonlinear Disparity Remapping
IEEE Trans. Broadcast. (TB), vol. 61, no. 2, pp. 142-153, Jun., 2015

Bumsub Ham, Minsu Cho, and Jean Ponce
Robust Image Filtering Using Joint Static and Dynamic Guidance
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2015

Seungryong Kim, Dongbo Min, Bumsub Ham, Seungchul Ryu, Minh N. Do, and Kwanghoon Sohn
DASC: Dense Adaptive Self-Correlation Descriptor for Multi-modal and Multi-spectral Correspondence
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2015


2014

Dongbo Min, Sunghwan Choi, Jiangbo Lu, Bumsub Ham, Kwanghoon Sohn, and Minh N. Do
Fast Global Image Smoothing Based on Weighted Least Squares
IEEE Trans. Image Process. (TIP), vol. 23, no. 12, pp. 5638-5653, Dec., 2014

Bumsub Ham, Dongbo Min, Changjae Oh, Minh N. Do, and Kwanghoon Sohn
Probability-Based Rendering for View Synthesis
IEEE Trans. Image Process. (TIP), vol. 23, no. 2, pp. 870-884, Feb., 2014

Seungryong Kim, Bumsub Ham, Bongjo Kim, and Kwanghoon Sohn
Mahalanobis Distance Cross-Correlation for Illumination Invariant Stereo Matching
IEEE Trans. Circuits Syst. Video Technol. (TCSVT), vol. 24, no. 11, pp. 1844-1859, Nov., 2014

Seungryong Kim, Bumsub Ham, Seungchul Ryu, Seon Joo Kim, and Kwanghoon Sohn
Robust Stereo Matching Using Probabilistic Laplacian Surface Propagation
in Proc. Asian Conf. Comput. Vis. (ACCV), Nov., 2014

Seungryong Kim, Seungchul Ryu, Bumsub Ham, Junhyung Kim, and Kwanghoon Sohn
Local Self-Similarity Frequency Descriptor for Multispectral Feature Matching
in Proc. IEEE Int. Conf. Image Process. (ICIP), Oct., 2014

Donghyun Kim, Kilsoo Jung, Bumsub Ham, Youngjung Kim, and Kwanghoon Sohn
Normalized Tone-mapping Operators for Color Quality Improvement in 3DTV
in Proc. IEEE Int. Conf. Industrial Electronics and Applications (ICIEA), Jun., 2014


2013

Bumsub Ham, Dongbo Min, and Kwanghoon Sohn
Generalized Random Walk with Restart and Its Application to Depth Up-sampling and Interactive Segmentation
IEEE Trans. Image Process. (TIP), vol. 22, no. 7, pp. 2574-2588,, Jul., 2013

Sunghwan Choi, Bumsub Ham, and Kwanghoon Sohn
Space-time Hole Filling with Random Walks in View Extrapolation for 3-D Video
IEEE Trans. Image Process. (TIP), vol. 22, no. 6, pp. 2429-2441, Jun., 2013

Bumsub Ham, Dongbo Min, and Kwanghoon Sohn
Revisiting the Relationship between Adaptive Smoothing and Anisotropic Diffusion with Modified Filters
IEEE Trans. Image Process. (TIP), vol. 22, no. 3, pp. 1096-1107, Mar., 2013

Sunghwan Choi, Bumsub Ham, and Kwanghoon Sohn
Fast Image Retargeting via Axis-aligned Importance Scaling
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2013

Seungchul Ryu, Bumsub Ham, and Kwanghoon Sohn
Contextual Information Based Visual Saliency Model
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2013

Seungryong Kim, Hunjae Yoo, Seungchul Ryu, Bumsub Ham, and Kwanghoon Sohn
ABFT: Anisotropic Binary Feature Transform Based on Structure Tensor Space
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2013 (Top 10% of accepted papers)

Ruei-Hung Li, Bumsub Ham, Changjae Oh, and Kwanghoon Sohn
Disparity Search Range Estimation Based on Dense Stereo Matching
in Proc. IEEE Int. Conf. Industrial Electronics and Applications (ICIEA), Jun., 2013 (Nominated as Best Paper Award)


2012

Bumsub Ham, Dongbo Min, and Kwanghoon Sohn
Robust Scale Space Filter using Second-Order Partial Differential Equations
IEEE Trans. Image Process. (TIP), vol. 21, no. 9, pp. 3937-3951, Sep., 2012

Changjae Oh, Bumsub Ham, and Kwanghoon Sohn
Probabilistic Correspondence Matching using Random Walk with Restart
in British Machine Vision Conference (BMVC), Sep., 2012

Sunghwan Choi, Bumsub Ham, Changjae Oh, Hyon-gon Choo, Kinwoong Kim, and Kwanghoon Sohn
Hybrid Approach for Accurate Depth Acquisition with Structured Light and Stereo Camera
in Proc. IEEE Int. Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), Jun., 2012


2011

Bumsub Ham, Dongbo Min, and Kwanghoon Sohn
Cost Aggregation with Anisotropic Diffusion in Feature Space for Hybrid Stereo Matching
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2011

Sunghwan Choi, Bumsub Ham, and Kwanghoon Sohn
Hole Filling with Random Walks Using Occlusion Constraints in View Synthesis
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2011


2010

Jaeseob Choi, Donghyun Kim, Bumsub Ham, Sunghwan Choi, and Kwanghoon Sohn
Visual Fatigue Evaluation and Enhancement for 2D-plus-Depth Video
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2010


2009

Bumsub Ham, Dongbo Min, Jinwook Choi, and Kwanghoon Sohn
Virtual View Rendering Using Super-Resolution with Multiview Images
in Proc. IEEE Int. Conf. Image Process. (ICIP), Nov., 2009

Jinwook Choi, Dongbo Min, Bumsub Ham, and Kwanghoon Sohn
Spatial and Temporal Up-Conversion Technique for Depth Video
in Proc. IEEE Int. Conf. Image Process. (ICIP), Sep., 2009