index.md

I am a Post-doctoral researcher in the THOTH research team, based at the Inria Grenoble-Rhône-Alpes under the supervision of Karteek Alahari. Before joining INRIA, I was a Ph.D student at POSTECH computer vision lab, advised by prof. Minsu Cho. My primary research interest is video understanding, especially video representation learning and its applications.

Publication

• Lightweight Structure-Aware Attention for Visual Undestanding [code]
  Heeseung Kwon, Francisco M. Castro, Manuel J. Marin-Jimenez, Nicolas Guil, Karteek Alahari, In arXiv 2022
• Relational Self-Attention: What's missing in Attention for Video Understanding [Project page] [code]
  Manjin Kim(*), Heeseung Kwon(*), Chungyu Wang, Suha Kwak, Minsu Cho (* equal contribution), In NeurIPS 2021
• Relational Embedding for Few-shot Classification [Project page] [code]
  Dahyun Kang, Heeseung Kwon, Juhong Min, Minsu Cho, In ICCV 2021
• Learning Self-Similarity in Space and Time as Generalized Motion for Video Action Recognition [Project page] [code]
  Heeseung Kwon(*), Manjin Kim(*), Suha Kwak, Minsu Cho (* equal contribution), In ICCV 2021
• IntegralAction: Pose-driven Feature Integration for Robust Human Action Recognition in Videos [code]
  Gyeongsik Moon(*), Heeseung Kwon(*), Kyoung Mu Lee, Minsu Cho (* equal contribution), CVPR Workshop 2021
• MotionSqueeze: Neural Motion Feature Learning for Video Understanding [Project page] [code]
  Heeseung Kwon, Manjin Kim, Suha Kwak, Minsu Cho, In ECCV 2020
• Temporal U-Nets for Video Summarization with Scene and Action Recognition
  Heeseung Kwon, Woohyun Shim, Minsu Cho, In ICCV Workshop 2019 (Challenge winner as the 2nd place of CoVieW 2019)
• Video Understanding via Convolutional Temporal Pooling Network and Multimodal Feature Fusion
  Heeseung Kwon, Suha Kwak, Minsu Cho, In MM Workshop 2019 (Challenge winner as the 1st place of CoVieW 2018)
• First Person Action Recognition via Two-stream ConvNet with Long-term Fusion Pooling
  Heeseung Kwon, Yeonho Kim, Jin S. Lee, Minsu Cho, In PRL 2018

Education

• Pohang University of Science and Technology, Pohang, Korea (2012.09- 2021.02)
  - Integrated M.S./Ph.D. in Convergence IT Engineering
  - Advisor: Prof. Minsu Cho
  - Co-Advisor: Prof. Suha Kwak
• Pohang University of Science and Technology, Pohang, Korea (2008.03- 2012.08)
  - B.S. in Electrical & Electronic Engineering