Junghyup lee, Dohyung Kim, Jeimin Jeon, and Bumsub Ham
Transition Rate Scheduling for Quantization-Aware Training
ArXiv 2024 (under review)
Youngmin Oh, Hyunju Lee, and Bumsub Ham
Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions
in AAAI Conf. Artificial Intelligence (AAAI), Feb., 2025
Wonjun Lee, Bumsub Ham, and Suhyun Kim
Maximizing the Position Embedding for Vision Transformers with Global Average Pooling
in AAAI Conf. Artificial Intelligence (AAAI), Feb., 2025
Chanho Eom, Geon Lee, Kyunghwan Cho, Hyeonseok Jung, Moonsub Jin, and Bumsub Ham
Cerberus: Attribute-based Person Re-identification Using Semantic IDs
Expert Systems with Applications (ESWA), vol. 259, no. 1, pp. , Jan., 2025
Byunggwan Son, Youngmin Oh, Donghyeon Baek, and Bumsub Ham
FYI: Flip Your Images for Dataset Distillation
in Proc. Eur. Conf. Comput. Vis. (ECCV), Oct., 2024
Dohyung Kim, Junghyup Lee, Jeimin Jeon, Jaehyeon Moon, and Bumsub Ham
Toward INT4 Fixed-Point Training via Exploring Quantization Error for Gradients
in Proc. Eur. Conf. Comput. Vis. (ECCV), Oct., 2024
Junghyup Lee and Bumsub Ham
AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2024
Jaehyeon Moon, Dohyung Kim, Junyong Cheon, and Bumsub Ham
Instance-Aware Quantization for Vision Transformers
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2024
Sanghoon Lee, Youngmin Oh, Donghyeon Baek, Junghyup Lee, and Bumsub Ham
PLoPS: Localization-Aware Person Search with Prototypical Normalization
Pattern Recognition (PR), vol. 153, no. 9, pp. 110479, Sep., 2024
Hyekang Park, Jongyoun Noh, Youngmin Oh, Donghyeon Baek, and Bumsub Ham
ACLS: Adaptive and Conditional Label Smoothing for Network Calibration
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2023
(Oral presentation)
Jongyoun Noh, Hyekang Park, Junghyup Lee, and Bumsub Ham
RankMixup: Ranking-Based Mixup Training for Network Calibration
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2023
Geon Lee, Sanghoon Lee, Dohyung Kim, Younhoon Shin, Yongsang Yoon, and Bumsub Ham
Camera-Driven Representation Learning for Unsupervised Domain Adaptive Person Re-identification
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2023
Youngmin Oh, Donghyeon Baek, and Bumsub Ham
ALIFE: Adaptive Logit Regularizer and Feature Replay for Incremental Semantic Segmentation
in Adv. Neural Inf. Process. Syst. (NeurIPS), Nov., 2022
Donghyeon Baek, Youngmin Oh, Sanghoon Lee, Junghyup Lee, and Bumsub Ham
Decomposed Knowledge Distillation for Class-incremental Semantic Segmentation
in Adv. Neural Inf. Process. Syst. (NeurIPS), Nov., 2022
Sanghoon Lee, Youngmin Oh, Donghyeon Baek, Junghyup Lee, and Bumsub Ham
OIMNet++: Prototypical Normalization and Localization-aware Learning for Person Search
in Proc. Eur. Conf. Comput. Vis. (ECCV), Oct., 2022
Geon Lee, Chanho Eom, Wonkyung Lee, Hyekang Park, and Bumsub Ham
Bi-directional Contrastive Learning for Domain Adaptive Semantic Segmentation
in Proc. Eur. Conf. Comput. Vis. (ECCV), Oct., 2022
Chanho Eom, Wonkyung Lee, Geon Lee and Bumsub Ham
Disentangled Representations for Short-Term and Long-Term Person Re-identification
IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), vol. 44, no. 12, pp. 8975-8991, Dec., 2022
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. 44, no. 3, pp. 1399-1414, Mar., 2022
Dohyung Kim, Junghyup Lee, and Bumsub Ham
Distance-aware Quantization
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2021
Donghyeon Baek*, Youngmin Oh*, and Bumsub Ham (*equal contribution)
Exploiting a Joint Embedding Space for Generalized Zero-Shot Semantic Segmentation
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2021
Chanho Eom, Geon Lee, Junghyup Lee and Bumsub Ham
Video-based Person Re-identification with Spatial and Temporal Memory Networks
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2021
Hyunjong Park*, Sanghoon Lee*, Junghyup Lee and Bumsub Ham (*equal contribution)
Learning by Aligning: Visible-Infrared Person Re-identification using Cross-Modal Correspondences
in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), Oct., 2021
Youngmin Oh, Beomjun Kim, and Bumsub Ham
Background-Aware Pooling and Noise-Aware Loss for Weakly-Supervised Semantic Segmentation
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2021
Junghyup Lee, Dohyung Kim, and Bumsub Ham
Network Quantization with Element-wise Gradient Scaling
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2021
Jongyoun Noh, Sanghoon Lee, and Bumsub Ham
HVPR: Hybrid Voxel-Point Representation for Single-stage 3D Object Detection
in Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR), Jun., 2021
Beomjun Kim, Jean Ponce, and Bumsub Ham
Deformable Kernel Networks for Joint Image Filtering
Int. J. Comput. Vis. (IJCV), vol. 129, no. 2, pp. 579-600, Feb., 2021
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
Chanho Eom, Hyunjong Park, and Bumsub Ham
Temporally Consistent Depth Prediction with Flow-Guided Memory Units
IEEE Trans. Intell. Transp. Syst. (ITS), vol. 21, no. 11, pp. 4626-4636, Nov., 2020
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)
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
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
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
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
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
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, 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
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
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
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
(Officially integrated into OpenCV 3.1)
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
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)
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
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
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
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
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
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