I have recently taken on the role of Assistant Professor at Graduate School of Advanced Imaging Science, Multimedia, and Film (GSAIM), Chung-Ang University, Seoul, Korea.

NEWS!
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I received joint M.S. and Ph.D. degree at the School of Electrical and Electronic Engineering, Yonsei University, under the supervision of Prof. Bumsub Ham. I worked as a research intern at Naver CLOVA (Leader: Dr. YoungJoon Yoo). I also have experience as an AI Researcher at Samsung Advanced Institute of Technology (SAIT), where I contributed to the Autonomous Machine Perception (AMP) project, working under the guidance of Dr. ByungIn Yoo.

My research interests include computer vision and machine/deep learning, particularly image/video retrieval, domain adaptation, and autonomous driving, but not limited to.

Publications

Journal

• Disentangled Representations for Short-Term and Long-Term Person Re-identification
  Chanho Eom, Wonkyung Lee, Geon Lee, and Bumsub Ham.
  IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI) (IF: 24.314), vol. 44, no. 12, pp. 8975-8991, Dec. 2022.
  | project | paper |

• Temporally Consistent Depth Prediction with Flow-Guided Memory Units
  Chanho Eom, Hyunjong Park and Bumsub Ham.
  IEEE Trans. Intell. Transp. Syst. (TITS) (IF: 6.319), vol. 21, no. 11, pp. 4626-4636, Nov. 2020.
  | project | paper | code |

Conference

• Bi-directional Contrastive Learning for Domain Adaptive Semantic Segmentation
  Geon Lee, Chanho Eom, Wonkyung Lee, Hyekang Park, and Bumsub Ham.
  Eur. Conf. Comput. Vis. (ECCV), Oct. 2022.
  | project | paper | code |

• Video-based Person Re-identification with Spatial and Temporal Memory Networks
  Chanho Eom, Geon Lee, Junghyup Lee, and Bumsub Ham.
  IEEE Int. Conf. Comput. Vis. (ICCV), Oct. 2021.
  | project | paper | code |

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

Invited Talks

• AI Technology Seminar, SIC-X LAB, in the Department of Electrical Engineering, KAIST, Aug. 2023.
• Korean Conference on Computer Vision (KCCV), oral/poster presentations, Aug. 2020.
• Naver CLOVA AI Tech Talk, Jan. 2020. (video | slides)

Awards

• Excellence Paper Award, Workshop on Signal Processing 2021, The Institute of Electronics and Information Engineers (IEIE).
• NeurIPS Travel Award, Adv. Neural Inf. Process. Syst. (NeurIPS) 2019.
• Best Paper Award, Workshop on Frontiers of Electrical Engineering (FREE) 2019, Yonsei University.

Projects

• The Development of Camera-based Human Attribute Recognition Method for Improving Robot Cognitive Ability,
  Hyundai Motors, Apr. 2021 ~ Apr. 2022.
• FlexNet: Overcoming Limitations of Deep Learning for Flexible Semantic Image Segmentation,
  National Research Foundation of Korea (NRF), Mar. 2021 ~ Feb. 2022.
• Deep Identification and Tracking of Missing Person in Heterogeneous CCTV,
  National Research Foundation of Korea (NRF), Oct. 2018 ~ Jun. 2023.
• Development of the High-Precision AR & VR Contents based on Smart Car Sensors,
  Institute for Information and Communication Technology Planning and Evaluation (IITP), Jan. 2017 ~ Dec. 2021.

Patents

International

• Object Re-identification Apparatus and Method Thereof
  US18134352, Apr. 2023. (Application)

• Apparatus and Method for Re-identifying Objects
  US17977720, Oct. 2023. (Application)

• Person Re-identification Apparatus and Method
  US011321556B2, May. 2022. (Registration)

• Device and Method for Estimating Depth of Monocular Video
  PCT/KR2019/018413, Dec. 2019. (Application)

Domestic

• Apparatus and Method for Domain Adaptive Semantic Segmentation Learning using Bi-Directional Contrastive Learning
  10-2023-0006491, Jan. 2023. (Application)

• Object Re-identification Apparatus and Method
  10-2022-0107755, Aug. 2022. (Application)

• Apparatus and Method for Re-identifying Object
  10-2022-0064204, May. 2022. (Application)

• Apparatus and Method for Person Re-identification based on Video with Spatial and Temporal Memory Networks
  10-2021-0179580, Dec. 2021. (Application)

• Device and Method for Estimating Depth of Monocular Video
  10-2019-0156863, Jun. 2021. (Registration)

• Person Re-identification Apparatus and Method
  10-2019-0104887, Mar. 2021. (Registration)

Professional Activities

• Reviewers
  Int. Jour. Comput. Vis. (IJCV)
  IEEE Trans. Patter Anal. Mach. Intell. (TPAMI)
  IEEE Trans. Image Process. (TIP)
  IEEE Trans. Circuits Syst. Video Technol. (TCSVT)
  IEEE Trans. Multimedia (TMM)
  In Adv. Neural Inf. Process. Syst. (NeurIPS) 2020/2023
  In Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR) 2020/2021/2022/2023
  In Proc. IEEE Int. Conf. Comput. Vis. (ICCV) 2019/2021/2023
  In Eur. Conf. Comput. Vis. (ECCV) 2020/2022
  In AAAI Conf. Artificial Intelligence (AAAI) 2020/2023

Teaching

• Teaching assistant at the School of Electrical & Electronic Engineering, Yonsei Univeristy.
  2019-1: Signal Processing Lab (EEE4423)
  2018-2: Aritifial Intelligence (EEE3314)
  2018-1: Introduction to Engineering (ENG1107)
  2017-1: Data Structure and Algorithms (EEE2020)