Bohyung Han

News

CVPR 2019:

• (03/2019) I have 5 papers accepted in CVPR 2019. SNU CVLab has 7 papers altogether.
• (12/2018) I am organizing two workshops at CVPR 2019: The 2nd Large-Scale Landmark Recognition Challenge and Conceptual Captions Challenge. More detailed information about the challenges will be released soon.

NeurIPS 2019:

• (02/2019) I will be serving as an Area Chair in NeurIPS 2019.

IJCAI 2019:

• (01/2019) I will be serving as a Senior Program Committee in IJCAI 2019.

Conference Organizing Committee Member Service:

• (12/2018) I will be serving as a General Chair for ACCV 2022 @ Macau.
• (09/2018) I will be serving as a Demo Chair for ECCV 2022 @ Tel-Aviv, Israel.
• (09/2018) I will be serving as a Workshop Chair for ACCV 2020 @ Kyoto, Japan.

ICCV 2019:

• (11/2018) I will be serving as an Area Chair in ICCV 2019.
• (11/2015) I will be serving as a Tutorial Chair in ICCV 2019.

ECCV 2018:

• (12/2018) We have released the source code for Real-Time MDNet (our ECCV 2018 paper). To test the code, please visit this page. 
• (07/2018) I have three papers accepted to ECCV 2018. SNU CV Lab has 7 papers in ECCV altogether!

CVPR 2018

• (11/2018) We have released the source code for our weakly supervised temporal action localization paper (CVPR 2018) here.
• (03/2018) Our challenge is introduced in Google Research Blog.
• (02/2018) I have a paper about weakly supervised temporal action localization accepted in CVPR 2018.
• (02/2018) The challenge is open now! Please visit our website.
• (12/2017) I am organizing Large-Scale Landmark Recognition: A Challenge (Landmarks) Workshop in conjunction with CVPR 2018. 

TPAMI:

• (09/2018) I was appointed as an Associate Editor of IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).

Award:

• (09/2018) I received Google AI Focused Research Award. [Google Korea Blog Post]

ACCV 2018:

• (09/2018) I have a paper accepted to ACCV 2018 for oral presentation.
• (03/2018) I will be serving as an Area Chair in ACCV 2018.

NIPS 2018:

• (09/2018) I have a paper accepted to NIPS 2018.
• (04/2018) I will be serving as an Area Chair in NIPS 2018.

BMVC 2018:

• (07/2018) I have one paper accepted to BMVC 2018.

Postdoc position available:

• (04/2018) I am looking for a postdoc who has a strong record in computer vision and machine learning. If you are interested, contact me via e-mail (bhhan (at) snu.ac.kr). For details, please refer to this posting.

Education

• Ph.D. in Computer Science, University of Maryland, College Park, MD, USA, 12/2005
• M.S. in Computer Engineering, Seoul National University, Seoul, Korea, 08/2000
• B.S. in Computer Engineering, Seoul National University, Seoul, Korea, 02/1997

Selected Recent Publication [Full list]

• • Seonguk Seo*, Paul Hongsuck Seo*, Bohyung Han, Learning for Single-Shot Confidence Calibration in Deep Neural Networks through Stochastic Inferences, to appear CVPR 2019 (* indicates equal contribution.)
  • Jonghwan Mun, Linjie Yang, Zhou Ren, Ning Xu, Bohyung Han, Streamlined Dense Video Captioning, to appear in CVPR 2019 Oral presentation
  • Hyunwoo Noh, Taehoon Kim, Jonghwan Mun, Bohyung Han, Transfer Learning via Unsupervised Task Discovery for Visual Question Answering, to appear in CVPR 2019
  • Woong-Gi Chang*, Tackgeun You*, Seonguk Seo*, Suha Kwak, Bohyung Han, Domain Specific Batch Normalization for Unsupervised Domain Adaptation, to appear in CVPR 2019 (* indicates equal contribution.)
  • Yumin Suh, Bohyung Han, Wonsik Kim, and Kyoung Mu Lee, Stochastic Class-based Hard Example Mining for Deep Metric Learning, to appear in CVPR 2019
  • Jonghwan Mun, Kimin Lee, Jinwoo Shin, Bohyung Han, Learning to Specialize with Knowledge Distillation for Visual Question Answering, in NeurIPS 2018
  • Ilchae Jung, Jeany Son, Mooyeol Baek, and Bohyung Han, Real-Time MDNet, in ECCV 2018 [code]
  • Paul Hongsuck Seo, Tobias Weyand, Jack Sim, Bohyung Han, CPlaNet: Enhancing Image Geolocalization by Combinatorial Partitioning of Maps, in ECCV 2018
  • Paul Hongsuck Seo, Jongmin Lee, Deunsol Jung, Bohyung Han, Minsu Cho, Attentive Semantic Alignment with Offset-Aware Correlation Kernels, in ECCV 2018
  • Phuc Nguyen*, Ting Liu*, Gautam Prasad, and Bohyung Han, Weakly Supervised Action Localization by Sparse Temporal Pooling Network, in CVPR 2018 (* indicates equal contribution.)
  • Yoonho Hwang, Mooyeol Baek, Saehoon Kim, Bohyung Han, and Hee-Kap Ahn, Product Quantized Translation for Fast Nearest Neighbor Search, in AAAI 2018
  • Hyeonwoo Noh, Tackgeun You, Jonghwan Mun, and Bohyung Han, Regularizing Deep Neural Networks by Noise: Its Interpretation and Optimization, in NIPS 2017 
  • Paul Hongsuck Seo, Andreas Lehrmann, Bohyung Han, and Leonid Sigal, Visual Reference Resolution using Attention Memory for Visual Dialog, in NIPS 2017 
  • Hyeonwoo Noh, Andre Araujo, Jack Sim, Tobias Weyand, and Bohyung Han, Large-Scale Image Retrieval with Attentive Deep Local Features, in ICCV 2017 [Project page] 
  • Jonghwan Mun*, Paul Hongsuck Seo*, Ilchae Jung, and Bohyung Han, MarioQA: Answering Questions by Watching Gameplay Videos, in ICCV 2017 [Project page] 
  • Seunghoon Hong, Donghun Yeo, Suha Kwak, Honglak Lee, and Bohyung Han, Weakly Supervised Semantic Segmentation using Web-Crawled Videos, in CVPR 2017 Spotlight presentation 
  • Bohyung Han, Jack Sim, and Hartwig Adam, BranchOut: Regularization for Online Ensemble Tracking with Convolutional Neural Networks, in CVPR 2017 [Poster, Results]
  • Jeany Son, Mooyeol Baek, Minsu Cho, and Bohyung Han, Multi-Object Tracking with Quadruplet Convolutional Neural Networks, in CVPR 2017 
  • Donghun Yeo, Jeany Son, Bohyung Han, and Joon H. Han, Superpixel-based Tracking-by-Segmentation using Markov Chains, in CVPR 2017 

Advising

• PostDoc: Yumin Suh
• Graduate Students: 
  • @POSTECH: Ilchae Jung [Internship at NVIDIA Research in 2019; NAVER Fellowship in 2018], Tack Geun You, Jonghwan Mun [Internship at Snap Research in 2018; NAVER Fellowship 2018], Hyeonwoo Noh [MSRA Fellowship in 2016; Internship at Google in 2016 and DeepMind in 2018], Paul Hongsuck Seo [Internship at Disney Research and Google in 2017, Internship at Google AI and Facebook in 2019; NAVER Fellowship 2017], Daniel Kim [Internship at Microsoft Research Asia in 2017], Sunwoo Oh [Internship at NVIDIA in 2018]
  • @SNU: Seonguk Seo, Minsoo Kang, Jinyoung Choi, Jae Yoo Park, Seohyun Kim, Junha Kim, Geeho Kim, Mijeong Kim [Kwangjeong Scholarship]
• Undergraduate Students: Jaedong Hwang
• Alumni
  • Jan Feyereisl (PostDoc; now at GoodAI)
  • Jeany Son (Ph.D.; 2018; now at ETRI)
  • Donghun Yeo (Ph.D.; 2017; now at Stradvision)
  • Seunghoon Hong (Ph.D.; 2017; now PostDoc at University of Michigan) [MSRA Fellowship in 2014; exchange student at Michigan in 2015 and 2016]
  • Suha Kwak (Ph.D.; 2014; now Assistant Professor at POSTECH)
  • Taegyu Lim (Ph.D.; 2012; now at Samsung Electronics)
  • Wonsuk Lee (MS; 2019; now at Lunit)
  • Woong Gi Chang (MS; 2019; now at Samsung Electronics)
  • Moo-Yeol Baek (MS; 2018; now Naver Labs.) [internship at Snap Research in 2017]
  • Solae Lee (MS; 2018; now at Samsung Electronics)
  • Chanmi You (MS; 2017; now at Naver Labs.)
  • Hyeonseob Nam (MS; 2016; now at Lunit)
  • Kayoung Park (MS; 2015; now at ADD)
  • Inveom Kwak (MS; 2014; now Ph.D. student in CITE at POSTECH)
  • Suna Kim (MS; 2013; now at ADD)
  • Hyeonwoo Noh (undergraduate student; now at POSTECH)
  • Changkyu Song (undergraduate student; now Ph.D. student at Rutgers)

Professional Service

• Conference/workshop organizer: ACCV 2022 (general chair), ECCV 2022 (demo chair), ACCV 2020 (workshop chair), ICCV 2019 (tutorial chair), Landmark@CVPR2018, DTCE@ACCV2012 (organizing chair), ACCV 2014 (demo chair)
• Area chair: NIPS/NeurIPS (2015, 2018, 2019), ICCV (2015, 2017, 2019), CVPR 2017, ACCV (2012, 2014, 2016, 2018), WACV (2014, 2017), ACML 2016, AVSS 2018
• Senior Program Committee: IJCAI (2018, 2019)
• Program committee: ICML (2018, 2019), ICLR (2018, 2019), NIPS (2016, 2017), CVPR (2007-2016, 2018), ICCV (2007, 2009, 2011, 2013), ECCV (2010, 2012, 2014, 2018), AISTATS (2017, 2018), ACCV (2009, 2010), AAAI (2016), IJCAI (2013), 3DV (2015), ICME (2013, 2014), PSIVT (2013)
• Journal Associate Editor: IEEE Trans. on Pattern Analysis and Machine Intelligence (2018-present), Computer Vision and Image Understanding (2015-present), Machine Vision and Applications (2014-present), IPSJ Trans. on Computer Vision and Applications (2013-2017)
• Journal reviewer: TPAMI, IJCV, CVIU, TIP, IVC, TCSVT, TSP, TNNLS, T-IFS, JVCI, etc.