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Statistical Inference & Information Theory Laboratory

Publications

Conferences

Journals

2025
Prior knowledge of layer-specific pruning numbers guarantees effective random pruning at initialization
   Minju Jung, Sunghyun Baek, Yunho Jeon† and Junmo Kim† (Corresponding authors†)
   Pattern Analysis and Applications
Enhancing self-supervised visual representation learning through adversarially generated examples
   Mintae Kang and Junmo Kim
   Neural Computing and Applications
Tailored Channel Pruning: Achieve Targeted Model Complexity Through Adaptive Sparsity Regularization
   Suwoong Lee, Yunho Jeon, Seungjae Lee, and Junmo Kim
   IEEE Access
2024
AI-KD: Adversarial learning and Implicit regularization for self-Knowledge Distillation
   Hyungmin Kim, Sungho Suh, Sunghyun Baek, Daehwan Kim, Daun Jeong, Hansang Cho, and Junmo Kim
   Knowledge-Based Systems
Towards Understanding Dual BN In Hybrid Adversarial Training
   Chenshuang Zhang, Chaoning Zhang, Kang Zhang, Axi Niu, Junmo Kim†, and In So Kweon† (Corresponding authors†)
   Transactions on Machine Learning Research
ContextMix: A Context-Aware Data Augmentation Method for Industrial Visual Inspection Systems
   Hyungmin Kim, Donghun Kim, Pyunghwan Ahn, Sungho Suh, Hansang Cho, and Junmo Kim
   Engineering Applications of Artificial Intelligence
2023
Multi-Scale Foreground-Background Separation for Light Field Depth Estimation with Deep Convolutional Networks
   Jae Young Lee, Jiwan Hur, Jaehyun Choi, Rae-Hong Park, and Junmo Kim
   Pattern Recognition Letters
2022
Unsupervised Blur Kernel Estimation and Correction for Blind Super-Resolution
   Youngsoo Kim, Jeonghyo Ha, Yooshin Cho, and Junmo Kim
   IEEE Access
3D Measurement using a Single Image for Smart Manufacturing of Microscopic Products in a Ceramic Powder Pressing Process
   Hyejin S. Kim, Yoonsoo Han, and Junmo Kim
   International Journal of Precision Engineering and Manufacturing-Green Technology
Projection-Based Point Convolution for Efficient Point Cloud Segmentation
   Pyunghwan Ahn, Juyoung Yang, Eojindl Yi, Chanho Lee, and Junmo Kim
   IEEE Access
Cocktail Glass Network: Fast Depth Estimation Using Channel to Space Unrolling
   Jung-Jae Yu, Jong-Gook Ko, and Junmo Kim
   IEEE Access
Extending Contrastive Learning to Unsupervised Redundancy Identification
   Jeongwoo Ju, Heechul Jung, and Junmo Kim
   Applied Sciences
Extending Contrastive Learning to Unsupervised Coreset Selection
   Jeongwoo Ju, Heechul Jung, Yoonju Oh, and Junmo Kim
   IEEE Access
2021
Classification of Focal Liver Lesions in CT Images Using Convolutional Neural Networks with Lesion Information Augmented Patches and Synthetic Data Augmentation
   Hansang Lee, Haeil Lee, Helen Hong, Heejin Bae, Joon Seok Lim, and Junmo Kim
   Medical Physics
Integrating Multiple Receptive Fields through Grouped Active Convolution
   Yunho Jeon and Junmo Kim
   IEEE Transactions on Pattern Analysis and Machine Intelligence
Occlusion Handling by Successively Excluding Foregrounds for Light Field Depth Estimation based on Foreground-Background Separation
   Jae Young Lee, Rae-Hong Park, and Junmo Kim
   IEEE Access
SAR Image Generation of Ground Targets for Automatic Target Recognition Using Indirect Information
   Jihee Yoo and Junmo Kim
   IEEE Access
Cut-and-Paste Dataset Generation for Balancing Domain Gaps in Object Instance Detection
   Woo-Han Yun, Taewoo Kim, Jaeyeon Lee, Jaehong Kim, and Junmo Kim
   IEEE Access
2020
Joint Learning of Generative Translator and Classifier for Visually Similar Classes
   Byungin Yoo, Tristan Sylvain, Yoshua Bengio and Junmo Kim
   IEEE Access
TiVGAN: Text to Image to Video Generation With Step-by-Step Evolutionary Generator
   Doyeon Kim*, Donggyu Joo*, and Junmo Kim (equally contributed by the authors*)
   IEEE Access
Leveraging Contextual Information for Monocular Depth Estimation
   Doyeon Kim, Sihaeng Lee, Janghyeon Lee and Junmo Kim
   IEEE Access
Single Image Super-Resolution via Similarity Between Spatially Scattered Features
   Jeonghyo Ha, Youngsoo Kim and Junmo Kim
   IEEE Access
Adjusting Decision Boundary for Class Imbalanced Learning
   Byungju Kim and Junmo Kim
   IEEE Access
Deep Architecture With Cross Guidance Between Single Image and Sparse LiDAR Data for Depth Completion
   Sihaeng Lee, Janghyeon Lee, Doyeon Kim and Junmo Kim
   IEEE Access
Densely Distilled Flow-Based Knowledge Transfer in Teacher-Student Framework for Image Classification
   Ji-Hoon Bae, Doyeob Yeo, Junho Yim, Nae-Soo Kim, Cheol-Sig Pyo and Junmo Kim
   IEEE Transactions on Image Processing
Automatic Recognition of Children Engagement from Facial Video Using Convolutional Neural Networks
   Woo-Han Yun, Dongjin Lee, Chankyu Park, Jaehong Kim and Junmo Kim
   IEEE Transactions on Affective Computing
2019
Refining background subtraction using consistent motion detection in adverse weather
   Heechul Jung, Jeongwoo Ju, Wonjun Hwang and Junmo Kim
   Journal Electron. Imaging (Vol. 28 No. 2, 020501, March 2019)
Randomized Voting-based Rigid-body Motion Segmentation
   Heechul Jung, Jungwoo Ju and Junmo Kim
   IEEE Transactions on Circuits and Systems for Video Technology (Vol. 29, No. 3, pp.698-713, March 2019.)
Teacher-Student framework-based knowledge transfer with incremental block-wise retraining
   Ji-Hoon Bae, Junho Yim and Junmo Kim
   IET Journal. (2019)
Layer-Wise Hint-Based Training for Knowledge Transfer in a Teacher-Student Framework
   Ji-Hoon Bae, Junho Yim, Nae-Soo Kim, Cheol-Sig Pyo, and Junmo Kim
   ETRI Journal (Vol. 41, No. 2, pp.242-253, April 2019)
2018
ELD-Net: An efficient deep learning architecture for accurate saliency detection
   Gayoung Lee, Yu-Wing Tai, and Junmo Kim
   IEEE Transactions on Pattern Analysis and Machine Intelligence (Vol. 40, No. 7, pp. 1599-1610, July 2018)
Computationally efficient automatic coast mode target tracking based on occlusion aware in infrared images
   Sohyun Kim, Gwang-Il Jang, Sungho Kim, and Junmo Kim
   Sensors
Deep Facial Age Estimation using Conditional Multitask Learning with Weak Label Expansion
   ByungIn Yoo, Youngjun Kwak, Youngsung Kim, Changkyu Choi, and Junmo Kim
   IEEE Signal Processing Letters
Unified Simultaneous Clustering and Feature Selection for Unlabeled and Labeled Data
   Dongyoon Han and Junmo Kim
   IEEE Transactions on Neural Networks and Learning Systems
Deep Feature Classification of Angiomyolipoma without Visible Fat and Renal Cell Carcinoma in Abdominal Contrast-Enhanced CT Images with Texture Image Patches and Hand-Crafted Feature Concatenation
   Hansang Lee, Helen Hong, Junmo Kim, and Dae Chul Jung
   Medical Physics
Genetic prediction of type 2 diabetes using deep neural network
   Jongoh Kim, Junmo Kim, Min Ji Kwak, and Mandeep Bajaj
   Clinical Genetics
Example Image-based Feature Extraction for Face Recognition
   Wonjun Hwang and Junmo Kim
   MULTIMEDIA TOOLS AND APPLICATIONS
Revisiting Gist-PCA Hashing for Near Duplicate Image Detection
   Hyunwoo Kim, SungRyull Sohn and Junmo Kim
   Journal of Signal Processing Systems
2017
Question-aware prediction with candidate answer recommendation for visual question answering
   Byungju Kim and Junmo Kim
   Electronics Letters
Sequential Convex Programming for Computing Information-Theoretic Minimal Partitions: Nonconvex Nonsmooth Optimization
   Y. Kee, Y. Lee, M. Souiai, D. Cremers, and J. Kim
   SIAM Journal on Imaging Sciences
Differentiation of Fat-poor Angiomyolipoma from Clear Cell Renal Cell Carcinoma in Contrast-enhanced MDCT Images Using Quantitative Feature Classification
   H. Lee, H. Hong, D. C. Jung, S. Park, and J. Kim
   Medical Physics
Uncorrelated Component Analysis-based Hashing
   Sungryull Sohn, Hyunwoo Kim, and Junmo Kim
   IEEE Transactions on Image Processing
Tunnel Effect in CNNs: Image Reconstruction From Max-Switch Locations
   Matthieu de La Roche Saint Andre, Laura Rieger, Morten Hannemose, and Junmo Kim
   IEEE Signal Processing Letters
Seed growing for interactive image segmentation using SVM classification with geodesic distance
   Sunjeong Park, Hansang Lee, and Junmo Kim
   Electronics Letters (vol. 53, no. 1, pp. 22–24, Jan. 2017)
2016
Salient Region Detection via High-Dimensional Color Transform and Local Spatial Support
   Jiwhan Kim, Dongyoon Han, Yu-Wing Tai, and Junmo Kim
   Image Processing, IEEE Transactions on (25.1 (2016):9-23)
2015
Entropy Minimization for Groupwise Planar Shape Co-alignment and its Applications
   Youngwook Kee, Han S. Lee, Junho Yim, Daniel Cremers, and Junmo Kim
   IEEE Signal Processing Letters (Vol. 22, No. 11, pp. 1922-1926, Nov., 2015)
Markov Network-based Unified Classifier for Face Recognition
   Wonjun Hwang and Junmo Kim
   IEEE Trans. on Image Processing (Vol. 24, No. 11, pp. 4263-4275, Nov., 2015.)
Face Recognition Using Extended Curvature Gabor Classifier Bunch
   Wonjun Hwang, Xiangsheng Huang, Stan Z. Li, and Junmo Kim
   Pattern Recognition (Vol. 48, No. 4, pp. 1243-1256, Apr., 2015.)
2014
Face Recognition using Average Example Image
   Wonjun Hwang, Wonjun Kim, Sungjoo Suh, Jae-joon Han, and Junmo Kim
   Electronics Letters (Vol. 50, No. 25, pp. 1921-1923, Dec., 2014.)
Segmentation of anterior cruciate ligament in knee MR images using graph cuts with patient-specific shape constraints and label refinement
   Hansang Lee, Helen Hong, and Junmo Kim
   Computers in Biology and Medicine (Vol. 55, No. 1, pp. 1-10, Dec. 2014.)
2012
Achievable rates of multi-antenna downlink channels with peak power constraints
   Ihnjung Baik, Saeyoung Chung, and Junmo Kim
   IEEE Transactions on Communications (Vol. 60, No. 8, pp. 2199-2207, Aug. 2012.)
2011
An Automatic Cerebellum Extraction Method in T1-weighted Brain MR Images Using an Active Contour Model with a Shape Prior
   Jinyoung Hwang, Junmo Kim, Yeji Han, and Hyunwook Park
   Magnetic Resonance Imaging (vol. 29, no. 7, pp. 1014-1022, 2011.)
Face Recognition System Using Multiple Face Model of Hybrid Fourier Feature under Uncontrolled llumination Variation
   Wonjun Hwang, Haitao Wang, Hyunwoo Kim, Seokcheol Kee, and Junmo Kim
   IEEE Transactions on Image Processing (20(4):1152–1165, Apr 2011.)
2010
Rate Enhancement for the Gaussian Z-Interference Channel with Transmitter Cooperation
   Daewon Seo, Sangwoon Jeon, Saeyoung Chung, Junmo Kim
   IEEE Communication Letters (vol. 14, no. 9, September 2010)
Previous
MIMO Broadcast Channels with User Cooperation
   J. Kim, H. Kwon, C. S. Park, G. Kim, D. Hwang, and S. Kim
   Samsung Journal of Innovative Technology (February 2008.)
Resource Partitioning with Beamforming for the Decode-Forward Relay Networks
   D. Hwang, J. Kim, and S. Kim
   EURASIP Journal on Wireless Communications and Networking (vol. 2008, Article ID 853164, 6 pages, 2008. doi:10.1155/2008/853164.)
Nonparametric Shape Priors for Active Contour-Based Image Segmentation
   J. Kim, M. Cetin, and A. Willsky
   Signal Processing (vol. 87, no. 12, pp. 3021--3044, December 2007.)
A Nonparametric Statistical Method for Image Segmentation Using Information Theory and Curve Evolution
   J. Kim, J. Fisher III, A. Yezzi, Jr., M. Cetin, and A. Willsky
   IEEE Transactions on Image Processing (vol. 14, no. 10, pp. 1486--1502, October 2005.)