International Journals   

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Robust Video Frame Interpolation with Exceptional Motion Map
Minho Park, Hak Gu Kim, Sangmin Lee, Yong Man Ro
IEEE TCSVT 2020 (IF: 4.046)
[pdf]
Deep Virtual Reality Image Quality Assessment with Human Perception Guider
for Omnidirectional Image
*Hak Gu Kim, *Heoun-taek Lim, Yong Man Ro
(* Both authors have equal contribution)
IEEE TCSVT 2020 (IF: 4.046)
​[pdf]
BBC Net: Bounding-Box Critic Network for Occlusion-Robust Object Detection
Jung Uk Kim, Jungsu Kwon, Hak Gu Kim, Yong Man Ro
IEEE TCSVT 2020 (IF: 4.046)
[pdf]
MCSIP Net: Multi-Channel Satellite Image Prediction via Deep Neural Network
Jae-Hyeok Lee, Sangmin S. Lee, Hak Gu Kim, Sa-Kwang Song, Seongchan Kim, 
Yong Man Ro
IEEE TGRS 2020 (IF: 5.63)
[pdf]
BMAN: Bidirectional Multi-scale Aggregation Networks for Abnormal Event Detection
Sangmin Lee, Hak Gu Kim, Yong Man Ro
IEEE TIP 2020 (IF: 5.071)
[pdf]
Endometrium Segmentation on TVUS Image using Key-point Discriminator
Hyenok Park, Hong Joo Lee, Hak Gu Kim, Dongkuk Shin, Sa Ra Lee, 
Sung Hoon Kim, Mikyung Kong, Yong Man Ro
Medical Physics 2019 (IF: 2.884)
​[pdf]
VRSA Net: VR Sickness Assessment considering Exceptional Motion
for 360-degree VR Video
Hak Gu Kim, Heoun-taek Lim, Sangmin Lee, Yong Man Ro
IEEE TIP 2019 (IF: 5.071)
​[pdf]
Binocular Fusion Net: Deep Learning Visual Comfort Assessment
for Stereoscopic 3D
*Hak Gu Kim, *Hyunwook Jeong, Heoun-taek Lim, Yong Man Ro
(* Both authors have equal contribution)
IEEE TCSVT 2018 (IF: 3.599)
​[pdf]
Ultrafast Layer based Computer-Generated Hologram Calculation
with Sparse Template Holographic Fringe Pattern for 3-D Object
Hak Gu Kim, Yong Man Ro
Optics Express 2017 (IF: 3.307)
[pdf]
Multiview Stereoscopic Video Hole Filling considering SpatioTemporal Consistency and Binocular Symmetry for Synthesized 3D Video
Hak Gu Kim, Yong Man Ro
IEEE TCSVT 2017 (IF: 3.599)
[pdf]
Acceleration of Calculation Speed of Computer-Generated Holograms using the Sparsity of the Holographic Fringe Pattern for 3D Object
Hak Gu Kim, Hyunwook Jung, Yong Man Ro
Optics Express 2016 (IF: 3.307)
[pdf]
Experimental Investigation of the Effect of Binocular Disparity on the Visibility Threshold of Asymmetric Noise in Stereoscopic Viewing
*Hak Gu Kim, *Seong-il Lee, Yong Man Ro
(* Both authors have equal contribution)
Optics Express 2016 (IF: 3.307)
[pdf]
Critical Binocular Asymmetry Measure for Perceptual Quality Assessment of Synthesized Stereo 3D Images in View Synthesis
Yong Ju Jung, Hak Gu Kim, Yong Man Ro
IEEE TCSVT 2016 (IF: 3.599)
[pdf]
Multi-frame De-Raining Algorithm using a Motion-Compensated Non-Local Mean Filter for Rainy Video Sequences
Hak Gu Kim, Seung Ji Seo, Byung Cheol Song
Elsevier JVCIR 2015 (IF: 2.164)
[pdf]
Automatic SfM-based 2D-to-3D Conversion for Multi-Object Scenes
Hak Gu Kim, Jin-ku Kang, Byung Cheol Song
IEICE TFECCS 2014
[pdf]
Depth-Adaptive Sharpness Adjustments for Stereoscopic Perception Improvement and Hardware Implementation
Hak Gu Kim, Jin-ku Kang, Byung Cheol Song
IEIE TSPC 2014
[pdf]

    International Conferences    

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Visual Comfort Aware-Reinforcement Learning for Depth Adjustment
of Stereoscopic 3D Images
Hak Gu Kim, Minho Park, Sangmin Lee, Seongyeop Kim, Yong Man Ro
AAAI 2021 [Acceptance rate: 21%]
To appear
Towards a Better Understanding of VR Sickness: Physical Symptom Prediction
for VR Contents
Hak Gu Kim, Sangmin Lee, Seongyeop Kim, Heoun-taek Lim, Yong Man Ro
AAAI 2021 [Acceptance rate: 21%]
To appear
SACA Net: Cybersickness Assessment of Individual Viewers for VR Content
via Graph-based Symptom Relation Embedding
Sangmin Lee, Jung Uk Kim, Hak Gu Kim, Seongyeop Kim, Yong Man Ro
ECCV 2020
[pdf]
Structure Boundary Preserving Segmentation for Medical Image
with Ambiguous Boundary
Hong Joo Lee, Jung Uk Kim, Sangmin Lee, Hak Gu Kim, Yong Man Ro
CVPR 2020
[pdf]
Generative Guiding Block: Synthesizing Realistic Looking Variants Capable
of Even Large Change Demands
Minho Park, Hak Gu Kim, Yong Man Ro
IEEE ICIP 2019
[pdf]
PHYSIOLOGICAL FUSION NET: Quantifying Individual VR Sickness
with Content Stimulus and Physiological Response
Sangmin Lee, Seongyeop Kim, Hak Gu Kim, Yong Man Ro
IEEE ICIP 2019
[pdf]
Deep Objective Assessment Model based on Spatio-Temporal Perception
of 360-Degree Video for VR Sickness Prediction
*Kihyun Kim, *Sangmin Lee, Hak Gu Kim, Yong Man Ro
(*Both authors have equal contribution)
IEEE ICIP 2019 [Best Paper Finalists: Top 2.1% of the accepted papers]
[pdf]
Region-Guided Adversarial Learning for Anatomical Landmark Detection
in Uterus Ultrasound Image
Hong Joo Lee, Hak Gu Kim, Hyenok Park, Dongkuk Shin, Yong Man Ro
SPIE Medical Imaging 2019
[pdf]
Photo-Realistic Facial Emotion Synthesis using Multi-Level Critic Networks
with Multi-Level Generative Model
Minho Park, Hak Gu Kim, Yong Man Ro
MMM 2018
[pdf]
Adversarial Spatial Frequency Domain Critic Learning for Age and Gender Classification
Sangmin S. Lee, Hak Gu Kim, Kihyun Kim, Yong Man Ro
IEEE ICIP 2018
[pdf]
Object Bounding Box-Critic Networks for Occlusion-Robust Object Detection
in Road Scene
*Jung Uk Kim, *Jungsu Kwon, Hak Gu Kim, Haesung Lee, Yong Man Ro
(*Both authors have equal contribution)
IEEE ICIP 2018
[pdf]
Adversarial Face Super Resolution Network with Spatial Frequency Domain Critic
Kihyun Kim, Hak Gu Kim, Yong Man Ro
IEEE ICCE-Asia 2018 [Best Student Paper Award]
To appear
VR IQA NET: Deep Virtual Reality Image Quality Assessment using Adversarial Learning
Heoun-taek Lim, Hak Gu Kim, Yong Man Ro
IEEE ICASSP 2018
[pdf]
STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection
Sangmin Lee, Hak Gu Kim, Yong Man Ro
IEEE ICASSP 2018
[pdf]
ICADx: Interpretable Computer Aided Diagnosis of Breast Masses
Seong Tae Kim, Hak min Lee, Hak Gu Kim, Yong Man Ro
SPIE Medical Imaging 2018 [Best Student Paper Award]
[pdf]
Teacher and Student Joint Learning for Compact Facial Landmark Detection Network
Hong Joo Lee, Wissam J. Baddar, Hak Gu Kim, Yong Man Ro
MMM 2018
[pdf]
Measurement of Exceptional Motion in VR Video Contents for VR Sickness Assessment using Deep Convolutional Autoencoder
Hak Gu Kim, Wissam J. Baddar, Heoun-taek Lim, Hyunwook Jeong, Yong Man Ro
ACM VRST 2017 [Acceptance rate: 21%]
[pdf]
Modality-Bridge Transfer Learning for Medical Image Classification
*Hak Gu Kim, *Yeoreum Choi, Yong Man Ro
CISP-BMEI 2017
(* Both authors have equal contribution)
[pdf]
Robust and Real-Time Visual Tracking with Triplet Convolutional Neural Network
Jung Uk Kim, Hak Gu Kim, Yong Man Ro
ACM MM Workshop 2017
[pdf]
Visual Comfort Assessment of Stereoscopic Images using Deep Visual and Disparity Features based on Human Attention
Hyunwook Jeong, Hak Gu Kim, Yong Man Ro
IEEE ICIP 2017
[pdf]
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation
Jung Uk Kim, Hak Gu Kim, Yong Man Ro
IEEE EMBC 2017
[pdf]
Sparsity-based Fast CGH Generation using Layer-based Approach
for 3D Point Cloud Model
Hak Gu Kim, Hyunwook Jeong, Yong Man Ro
SPIE Photonics West 2017
[pdf]
Investigating Numerical Reconstruction Quality and Sparsity Constraints
on the Holographic Fringe Pattern in Digital Holography
Hyunwook Jeong, Hak Gu Kim, Yong Man Ro
SPIE Photonic West 2017
[pdf]
Measurement of Critical Temporal Inconsistency for Quality Assessment
of Synthesized Video
Hak Gu Kim, Yong Man Ro
IEEE ICIP 2016
[pdf]
A New Hole Filling Method based on 3D Geometric Transformation
for Synthesized Image
Hak Gu Kim, Yong Man Ro
IS&T Electronic Imaging 2016
[pdf]
Learning based Hole Filling Method using Deep Convolutional Neural Networks
for View Synthesis
Heoun-taek Lim, Hak Gu Kim, Yong Man Ro
IS&T Electronic Imaging 2016
[pdf]
A Sparse Representation-based Label Pruning for Image Inpainting
using Global Optimization
Hak Gu Kim, Yong Man Ro
PCM 2015 [Best Student Paper Award]
[pdf]
Temporally Consistent Hole filling Method based on Global Optimization
with Label Propagation for 3D Video
Hak Gu Kim, Soo Sung Yoon, Yong Man Ro
IEEE ICIP 2015
[pdf]
Multi-View Stereo Image Synthesis using Binocular Symmetry based
Global Optimization
Hak Gu Kim, Yong Ju Jung, Soo Sung Yoon, Yong Man Ro
IS&T/SPIE Electronic Imaging 2015
[pdf]
Investigating Experienced Quality Factors in Synthesized Multi-View Stereo Images
Hak Gu Kim, Yong Ju Jung, Soo Sung Yoon, Yong Man Ro
IEEE DSP 2014
[pdf]
Automatic Object-based 2D-to-3D Conversion
Hak Gu Kim, Byung Cheol Song
IEEE IVMSP 2014
[pdf]
Three-Dimensional Perception Improvement using Sharpness Adjustment and Hardware Implementation
Hak Gu Kim, Jin-ku Kang, Byung Cheol Song
IEEE ICME Workshop 2013
[pdf]

    Education    

    Awards and Honors    

  • Postdoctoral Fellowship Scholarship (The 4-th Industrial Revolution), National Research Foundation of Korea, 2019

  • Top Story Selection, Newsletter of KAIST Institute, 2019 [URL]

  • Best Paper Finalists, IEEE International Conference on Image Processing, 2019

  • Best Paper Award, IEEE International Conference on Consumer Electronics-Asia, 2018

  • Research Excellence Award (2017), EE, KAIST, 2018

  • Best Student Paper Award, SPIE Medical Imaging, 2018

  • ILSOO Scholarship, EE, KAIST, 2017

  • Research Excellence Award (2016), EE, KAIST, 2017

  • Research Excellence Award (2015), EE, KAIST, 2016

  • Research Excellence Award (2014), EE, KAIST, 2015

  • Best Student Paper Award, Pacific-Rim Conference on Multimedia, 2015

  • Best Paper Award, IEIE, Korea, Fall Conference, 2011

    Projects    

  • Deep Learning Architecture Analysis for Better Understanding of Black-Box Deep Networks

       ​National Research Foundation of Korea

       (Sept 2019 - Aug. 2020)

  • Research on AI based Heterogeneous Data Fusion

       ​Korea Institute of Science and Technology Information, South Korea

       (May 2018 - Oct. 2018)

  • Deep Learning based Uterine Segmentation and Automatic Measurement

       Samsung Medison, South Korea

       (Nov 2017 - Oct. 2018)

  • Deep Learning based Real-Time Abnormal Detection on CCTV video

       Samsung Display, South Korea

       (Oct 2017 - Jul 2018)

  • Development of VR Sickness Reduction Technique for Enhanced Sensitivity Broadcasting

       Institute for Information & communications Technology Promotion (IITP), South Korea

       (Apr 2017 - Dec 2019)

  • Fast Computer Generated Hologram (CGH) Calculation

       DMC R&D Center, Samsung Electronics Co., South Korea

       (Feb 2016 - Jan 2017)

  • Multi-view Synthesis for Wide-angle Free-viewpoint Display

       DMC R&D Center, Samsung Electronics Co., South Korea

       (Sep 2013 - Nov 2015)